{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 物体检测案例\n",
    "\n",
    "在本案例将学习使用深度学习技术来构建一个物体检测模型，并将其应用在华为云吉祥物“云宝”检测的任务中。物体检测技术目前广泛应用于对场景中物体的快速识别和精确定位，如：商品检测、自动驾驶等应用。\n",
    "\n",
    "聪明可爱的“云宝”是华为云的吉祥物。这个数据集中包含大量的云宝照片，并且标注了云宝目标的位置坐标信息，如下图，标注规范同Pascal VOC目标检测数据集。\n",
    "![](./img/yunbao_example.png)\n",
    "\n",
    "其中左边是未标注的图片，右边是已标注的图片，图中的绿色长方形框就是标注框。\n",
    "\n",
    "本案例将掌握目标检测以及yolo-v3算法的原理；掌握使用深度学习框架MXNet构建目标检测模型结构、训练模型、推理模型的方法；掌握从数据上传、代码编写、模型训练，到模型部署、推理，构建目标检测应用的全套流程 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 步骤"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 进入ModelArts界面\n",
    "\n",
    "这步教大家如何进入华为云ModelArts服务，ModelArts服务提供本次实验所需的环境。\n",
    "\n",
    "第一步：点击“控制台”\n",
    "![title](img/enter_modelarts_step1.png)\n",
    "\n",
    "第二步：点击“所有服务”\n",
    "![title](img/enter_modelarts_step2.png)\n",
    "\n",
    "第三步：在“EI企业智能”大类下找到“ModelArts”，点击“ModelArts”，进入ModelArts服务主界面\n",
    "![title](img/enter_modelarts_step3.png)\n",
    "\n",
    "第四步：看到以下界面，说明成功进入了ModelArts服务主界面\n",
    "![title](img/enter_modelarts_step4.png)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 创建ModelArts notebook\n",
    "\n",
    "此步教大家如何在ModelArts中创建一个notebook开发环境。ModelArts notebook提供网页版的Python开发环境，无需用户自己搭建Python开发环境。\n",
    "\n",
    "第一步：点击ModelArts服务主界面中的“开发环境”\n",
    "![title](img/create_notebook_step1.png)\n",
    "\n",
    "第二步：点击“创建”按钮\n",
    "![title](img/create_notebook_step2.png)\n",
    "\n",
    "\n",
    "第三步：填写创建notebook所需的参数，参数设置参考下面列表。并点击下一步"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "| 参数 | 说明 |\n",
    "|--|--|\n",
    "|计费方式|按需计费|\n",
    "|名称 | 开发环境实例名称，如object_detection |\n",
    "|AI引擎|本案例使用MXNet引擎，Python版本对应3.6及以上|\n",
    "|资源池|选择“公共资源池”即可|\n",
    "|类型|GPU|\n",
    "|规格|8核&#124;64GiB&#124;1*p100|\n",
    "|存储配置|EVS，磁盘规格5GB|"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "第四步：点击“立即创建”\n",
    "![title](img/create_notebook_step4.png)\n",
    "\n",
    "第五步：点击“返回Notebook列表”\n",
    "![title](img/create_notebook_step5.png)\n",
    "\n",
    "第六步：等待Notebook的创建成功，创建成功后状态会变成“运行中”\n",
    "![title](img/create_notebook_step6.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 在ModelArts notebook中创建一个notebook Python开发环境\n",
    "\n",
    "第一步：点击下图所示的“打开”按钮，进入刚刚创建的notebook\n",
    "![title](img/create_notebook_dev_step1.png)\n",
    "\n",
    "第二步：创建一个notebook Python语言开发环境。先点击“New”按钮，然后根据本案例所用的AI引擎选择对应环境。\n",
    "\n",
    "第三步：重命名刚刚创建的notebook Python开发环境。点击“Untitle”按钮\n",
    "![title](img/create_notebook_dev_step3.png)\n",
    "\n",
    "第四步：填写名称。我们可以填写一个跟本实验相关的名称，如下图所示，然后点击“Rename”按钮\n",
    "![title](img/create_notebook_dev_step4.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 如何在notebook Python开发环境中写代码并执行代码\n",
    "\n",
    "第一步：输入代码。我们打印一行字符串，如下图所示\n",
    "![title](img/type_code.png)\n",
    "\n",
    "第二步：执行代码。代码输入完成后，点击notebook界面上的“Run”按钮，就可以执行代码\n",
    "![title](img/exec_code.png)\n",
    "\n",
    "第三步：查看代码执行结果。在代码输入框下面，可以看到代码执行结果，如下图所示\n",
    "![title](img/exec_code_result.png)\n",
    "\n",
    "第四步：保存代码。代码编写完之后，我们点击下图所示的“保存”按钮，保存代码和代码执行结果\n",
    "![title](img/save_code.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 案例配置信息填写\n",
    "\n",
    "案例中需要将运行结果上传至OBS中，我们需要设置以下相关参数（使用自己真实的桶名和唯一ID替换掉*号）：\n",
    "\n",
    "* BUCKET_NAME ： 自己的OBS桶名\n",
    "* UNIQUE_ID : 唯一ID，填写自己的学号或者IAM子账号名称\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "BUCKET_NAME = '*' \n",
    "UNIQUE_ID = '*' \n",
    "OBS_BASE_PATH = BUCKET_NAME + '/' + UNIQUE_ID"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  准备源代码和数据\n",
    "\n",
    "这一步准备案例所需的源代码和数据，相关资源已经保存在OBS中，我们通过ModelArts SDK将资源下载到本地，并解压到当前目录下。解压后，当前目录包含src，data，model以及checkpoint四个目录，分别存有源代码，数据集，模型数据和模型生成记录。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Successfully download file ai-course-common-20/object_detection/object_detection.tar.gz from OBS to local ./object_detection.tar.gz\n"
     ]
    }
   ],
   "source": [
    "from modelarts.session import Session\n",
    "session = Session()\n",
    "\n",
    "if sess.region_name == 'cn-north-1':\n",
    "    session.download_data(bucket_path=\"ai-course-common-20/object_detection/object_detection.tar.gz\", path=\"./object_detection.tar.gz\")\n",
    "elif sess.region_name == 'cn-north-4':\n",
    "    session.download_data(bucket_path=\"ai-course-common-20-bj4/object_detection/object_detection.tar.gz\", path=\"./object_detection.tar.gz\")\n",
    "else:\n",
    "    print(\"请更换地区到北京一或北京四\")\n",
    "\n",
    "# 使用tar命令解压资源包\n",
    "!tar xf ./object_detection.tar.gz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**notebook Python开发环境终于准备好了，现在可以在notebook Python开发环境写代码啦**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 导入基本工具库\n",
    "\n",
    "执行下面方框中的这段代码，可以导入本次实验中使用的Python开发基本工具库，并下载样例中使用的数据和基础模型到notebook开发环境本地目录，同时设置全局变量。\n",
    "\n",
    "此段打印从OBS下载数据的日志。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ['MXNET_BACKWARD_DO_MIRROR'] = '1'\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import mxnet as mx                                        # mxnet引擎包\n",
    "import cv2                                                # opencv-python 软件包\n",
    "import logging                                            # 日志工具 \n",
    "import numpy as np                                        # python 科学计算软件包\n",
    "import matplotlib.pyplot as plt                           # 绘图工具\n",
    "import random                                             # python随机函数库\n",
    "# 在notebook中显示matplotlib.pyplot的绘图结果\n",
    "%matplotlib inline\n",
    "\n",
    "logging.basicConfig(level=logging.INFO)                   # 日志打印级别\n",
    "\n",
    "BATCH_SIZE = 1                                            # 批量训练的大小\n",
    "NUM_CLASSES = 1                                           # 分类数\n",
    "NUM_EXAMPLES = 20                                         # 总数据量\n",
    "OFFSETS = [(13, 13), (26, 26), (52, 52)]                  # 模型中需要用到的偏移量\n",
    "ANCHORS = [[116, 90, 156, 198, 373, 326],                 # 不同形状目标框模板\n",
    "           [30, 61, 62, 45, 59, 119],\n",
    "           [10, 13, 16, 30, 33, 23]]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "设置文件路径"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据集本地路径\n",
    "data_path = './data/'\n",
    "\n",
    "# 基础模型darknet53的本地保存位置\n",
    "base_model_prefix = './model/darknet_53'\n",
    "\n",
    "# 训练结果本地保存位置\n",
    "checkpoint_prefix = './checkpoint/yolov3_yunbao'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读取数据集\n",
    "\n",
    "文件src/data/yolo_dataset.py定义了get_data_iter接口，返回基于mx.gluon.data.DataLoader的数据迭代器。此方法封装了数据增强操作包括，随机扩张、裁剪、翻转、归一化等。\n",
    "\n",
    "此段打印数据标签预读日志。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from src.data.yolo_dataset import get_data_iter\n",
    "train_data,_ = get_data_iter(data_path=data_path,                                        # 数据根目录\n",
    "                             train_file=None,                                            # 训练数据列表，可以为空\n",
    "                             hyper_train={'width': 416,                                  # 输入图片的宽\n",
    "                                          'height': 416,                                 # 输入图片的高\n",
    "                                          'batch_size': BATCH_SIZE,                      # 批量读取数据的\n",
    "                                          'index_file': './index',                       # 标签名文件，如果不存在，则自动生成\n",
    "                                          'shuffle': True,                               # 打乱数据\n",
    "                                          'preprocess_threads': 0},                      # 读数据进程数，大于0时需要使用系统共享内存\n",
    "                             hyper_val={'width': 416,                                    # 输入图片的宽\n",
    "                                        'height': 416,                                   # 输入图片的高\n",
    "                                        'batch_size': BATCH_SIZE,                        # 批量读取数据的\n",
    "                                        'index_file': './index',                         # 标签名文件，如果不存在，则自动生成\n",
    "                                        'preprocess_threads': 0},                        # 读数据进程数，大于0时需要使用系统共享内存\n",
    "                             anchors=ANCHORS,                                            # 不同形状目标框模板\n",
    "                             offsets=OFFSETS                                             # 模型中需要用到的偏移量\n",
    "                            )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 打印读取的第一张图片 \n",
    "\n",
    "获取第一个batch的第一张图片。\n",
    "\n",
    "此段代码打印出预处理过后的图片。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7af0bb8c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 从迭代器获取数据\n",
    "next_data_batch = next(iter(train_data))\n",
    "img = next_data_batch.data[0][0].transpose(axes=(2,1,0))\n",
    "img = img.asnumpy().astype('uint8')\n",
    "# 画图，数据增强、归一化后的图片\n",
    "fig = plt.figure()\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 打印读取的第一个标签\n",
    "\n",
    "打印图像标签。\n",
    "\n",
    "我们这样定义一个目标检测标签的格式：\\[xmin, ymin, xmax, ymax, cls, difficult\\]，其中(xmin, ymin)是左上角坐标，(xmax, ymax)是右下角坐标，cls是类别标签编号，difficult标识是否是难训练样本。\n",
    "\n",
    "此段代码打印如上格式的标签信息。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 334.   93.  805.  690.    0.    0.]]\n"
     ]
    }
   ],
   "source": [
    "# 打印label，[xmin， ymin， xmax, ymax, cls, difficult]\n",
    "print (train_data._dataset.label_cache[11])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 神经网络结构搭建\n",
    "\n",
    "src/symbol/yolov3.py文件详细定义了mxnet-yolov3的网络结构，其中get_feature函数返回特征提取结果，get_yolo_output函数获得具体检测结果包括检测框的位置信息、分类信息、置信度等，get_loss定义了训练时的损失函数，pred_generator定义了推理时模型返回结果。\n",
    "\n",
    "此段无输出。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from src.symbol.yolov3 import get_symbol\n",
    "# get_symbol函数返回mx.sym.Symbol类型的变量\n",
    "yolo_v3_net = get_symbol(num_classes=NUM_CLASSES,                             # 模型分类数\n",
    "                         is_train=True)                                       # 是否用于训练任务"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 训练\n",
    "#### 第一步：新建mxnet训练模块\n",
    "\n",
    "可以将mxnet.mod.Module模块看做一个计算引擎，它包含了计算图生成和绑定、参数初始化、前向计算、后向计算、参数更新、模型保存、日志打印等相关逻辑。\n",
    "初始化该模块需要传入模型结构以及计算使用的硬件环境，详见http://mxnet.incubator.apache.org/api/python/module/module.html#mxnet.module.Module 。\n",
    "\n",
    "此段代码会打印出模型训练时需要更新的参数名。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['conv_0_weight', 'bn_0_gamma', 'bn_0_beta', 'conv_1_weight', 'bn_1_gamma', 'bn_1_beta', 'conv_2_weight', 'bn_2_gamma', 'bn_2_beta', 'conv_3_weight', 'bn_3_gamma', 'bn_3_beta', 'conv_4_weight', 'bn_4_gamma', 'bn_4_beta', 'conv_5_weight', 'bn_5_gamma', 'bn_5_beta', 'conv_6_weight', 'bn_6_gamma', 'bn_6_beta', 'conv_7_weight', 'bn_7_gamma', 'bn_7_beta', 'conv_8_weight', 'bn_8_gamma', 'bn_8_beta', 'conv_9_weight', 'bn_9_gamma', 'bn_9_beta', 'conv_10_weight', 'bn_10_gamma', 'bn_10_beta', 'conv_11_weight', 'bn_11_gamma', 'bn_11_beta', 'conv_12_weight', 'bn_12_gamma', 'bn_12_beta', 'conv_13_weight', 'bn_13_gamma', 'bn_13_beta', 'conv_14_weight', 'bn_14_gamma', 'bn_14_beta', 'conv_15_weight', 'bn_15_gamma', 'bn_15_beta', 'conv_16_weight', 'bn_16_gamma', 'bn_16_beta', 'conv_17_weight', 'bn_17_gamma', 'bn_17_beta', 'conv_18_weight', 'bn_18_gamma', 'bn_18_beta', 'conv_19_weight', 'bn_19_gamma', 'bn_19_beta', 'conv_20_weight', 'bn_20_gamma', 'bn_20_beta', 'conv_21_weight', 'bn_21_gamma', 'bn_21_beta', 'conv_22_weight', 'bn_22_gamma', 'bn_22_beta', 'conv_23_weight', 'bn_23_gamma', 'bn_23_beta', 'conv_24_weight', 'bn_24_gamma', 'bn_24_beta', 'conv_25_weight', 'bn_25_gamma', 'bn_25_beta', 'conv_26_weight', 'bn_26_gamma', 'bn_26_beta', 'conv_27_weight', 'bn_27_gamma', 'bn_27_beta', 'conv_28_weight', 'bn_28_gamma', 'bn_28_beta', 'conv_29_weight', 'bn_29_gamma', 'bn_29_beta', 'conv_30_weight', 'bn_30_gamma', 'bn_30_beta', 'conv_31_weight', 'bn_31_gamma', 'bn_31_beta', 'conv_32_weight', 'bn_32_gamma', 'bn_32_beta', 'conv_33_weight', 'bn_33_gamma', 'bn_33_beta', 'conv_34_weight', 'bn_34_gamma', 'bn_34_beta', 'conv_35_weight', 'bn_35_gamma', 'bn_35_beta', 'conv_36_weight', 'bn_36_gamma', 'bn_36_beta', 'conv_37_weight', 'bn_37_gamma', 'bn_37_beta', 'conv_38_weight', 'bn_38_gamma', 'bn_38_beta', 'conv_39_weight', 'bn_39_gamma', 'bn_39_beta', 'conv_40_weight', 'bn_40_gamma', 'bn_40_beta', 'conv_41_weight', 'bn_41_gamma', 'bn_41_beta', 'conv_42_weight', 'bn_42_gamma', 'bn_42_beta', 'conv_43_weight', 'bn_43_gamma', 'bn_43_beta', 'conv_44_weight', 'bn_44_gamma', 'bn_44_beta', 'conv_45_weight', 'bn_45_gamma', 'bn_45_beta', 'conv_46_weight', 'bn_46_gamma', 'bn_46_beta', 'conv_47_weight', 'bn_47_gamma', 'bn_47_beta', 'conv_48_weight', 'bn_48_gamma', 'bn_48_beta', 'conv_49_weight', 'bn_49_gamma', 'bn_49_beta', 'conv_50_weight', 'bn_50_gamma', 'bn_50_beta', 'conv_51_weight', 'bn_51_gamma', 'bn_51_beta', 'conv_52_weight', 'bn_52_gamma', 'bn_52_beta', 'conv_53_weight', 'bn_53_gamma', 'bn_53_beta', 'conv_54_weight', 'bn_54_gamma', 'bn_54_beta', 'conv_55_weight', 'bn_55_gamma', 'bn_55_beta', 'conv_56_weight', 'bn_56_gamma', 'bn_56_beta', 'conv_57_weight', 'bn_57_gamma', 'bn_57_beta', 'conv_output_0_weight', 'conv_58_weight', 'bn_58_gamma', 'bn_58_beta', 'conv_59_weight', 'bn_59_gamma', 'bn_59_beta', 'conv_60_weight', 'bn_60_gamma', 'bn_60_beta', 'conv_61_weight', 'bn_61_gamma', 'bn_61_beta', 'conv_62_weight', 'bn_62_gamma', 'bn_62_beta', 'conv_63_weight', 'bn_63_gamma', 'bn_63_beta', 'conv_64_weight', 'bn_64_gamma', 'bn_64_beta', 'conv_output_1_weight', 'conv_65_weight', 'bn_65_gamma', 'bn_65_beta', 'conv_66_weight', 'bn_66_gamma', 'bn_66_beta', 'conv_67_weight', 'bn_67_gamma', 'bn_67_beta', 'conv_68_weight', 'bn_68_gamma', 'bn_68_beta', 'conv_69_weight', 'bn_69_gamma', 'bn_69_beta', 'conv_70_weight', 'bn_70_gamma', 'bn_70_beta', 'conv_71_weight', 'bn_71_gamma', 'bn_71_beta', 'conv_output_2_weight', 'offset_0_weight', 'anchors_0_weight', 'offset_1_weight', 'anchors_1_weight', 'offset_2_weight', 'anchors_2_weight']\n"
     ]
    }
   ],
   "source": [
    "# 设置gpu计算。\n",
    "devs = mx.gpu(0)\n",
    "\n",
    "model = mx.mod.Module(context=devs,                                                                           # 计算设备\n",
    "                      symbol=yolo_v3_net,                                                                     # 模型结构\n",
    "                      data_names=['data'],                                                                    # 模型中使用的输入数据名称\n",
    "                      label_names=['gt_boxes', 'obj_t', 'centers_t', 'scales_t', 'weights_t', 'clas_t'])      # 模型中使用的输入标签名称\n",
    "# 打印模型训练中参与更新的参数\n",
    "print (model._param_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 第二步：优化器设置\n",
    "\n",
    "文件src/utils/lr_schedular.py中定义了学习率的变化方式，WarmUpMultiFactorScheduler类使得学习率按如下图趋势变化：\n",
    "![title](img/lr_schedular.png)\n",
    "\n",
    "\n",
    "\n",
    "横坐标是epoch数，纵坐标是学习率。\n",
    "\n",
    "此段代码无回显。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from src.utils.lr_schedular import WarmUpMultiFactorScheduler\n",
    "\n",
    "lr_steps = '20,30'                                                                    # 学习率下降的epoch数\n",
    "lr = 0.00001                                                                             # 学习率\n",
    "wd = 0.00001                                                                            # 权值衰减系数\n",
    "mom = 0.9                                                                              # 动量参数\n",
    "warm_up_epochs = 1                                                                     # 学习率‘热身’的epoch数\n",
    "\n",
    "# 根据BATCH_SIZE计算与epoch对应的step数\n",
    "epoch_size = NUM_EXAMPLES // BATCH_SIZE\n",
    "step_epochs = [float(l) for l in lr_steps.split(',')]\n",
    "steps = [int(epoch_size * x) for x in step_epochs]\n",
    "warmup_steps = int(epoch_size * warm_up_epochs)\n",
    "# lr变化策略，带warmup的MultiFactor\n",
    "lr_scheduler = WarmUpMultiFactorScheduler(step=steps,                                  # 学习率下降的步数位置\n",
    "                                          factor=0.1,                                  # 学习率下降的比率\n",
    "                                          base_lr=lr,                                  # 基础学习率\n",
    "                                          warmup_steps=warmup_steps,                   # 学习率‘热身’提高的步数\n",
    "                                          warmup_begin_lr=0.0,                         # 起始学习率\n",
    "                                          warmup_mode='linear')                        # 学习率‘热身’提升的方式，这里设置为线性提升\n",
    "# 将优化器参数汇总成一个python字典\n",
    "optimizer_params = {'learning_rate': lr,\n",
    "                    'wd': wd,\n",
    "                    'lr_scheduler': lr_scheduler,\n",
    "                    'rescale_grad': (1.0 / (BATCH_SIZE)),\n",
    "                    'multi_precision': True,\n",
    "                    'momentum': mom}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 第三步：初始化函数\n",
    "\n",
    "针对网络中使用的offset、anchor参数，采用常量初始化，在训练过程中这些参数不参与更新；神经网络中的其它参数（权重、偏置等），使用Xavier算法初始化。\n",
    "\n",
    "此段代码无回显。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将目标框扩展成所需的shape\n",
    "def get_anchors(anchors):\n",
    "    anchor_list = []\n",
    "    for item in anchors:\n",
    "        anchor = mx.nd.array(item)\n",
    "        anchor = anchor.reshape(1, 1, -1, 2)\n",
    "        anchor_list.append(anchor)\n",
    "    return anchor_list\n",
    "\n",
    "# 将偏移量扩展成所需的shape\n",
    "def get_offsets(offsets):\n",
    "    offset_list = []\n",
    "    for item in offsets:\n",
    "        grid_x = np.arange(item[1])\n",
    "        grid_y = np.arange(item[0])\n",
    "        grid_x, grid_y = np.meshgrid(grid_x, grid_y)\n",
    "        offset = np.concatenate((grid_x[:, :, np.newaxis], grid_y[:, :, np.newaxis]), axis=-1)\n",
    "        offset = np.expand_dims(np.expand_dims(offset, axis=0), axis=0)\n",
    "        offset = mx.nd.array(offset).reshape(1, -1, 1, 2)\n",
    "        offset_list.append(offset)\n",
    "    return offset_list\n",
    "\n",
    "offset_data = get_offsets(OFFSETS)\n",
    "anchor_data = get_anchors(ANCHORS)\n",
    "# offset、anchor参数，采用常量初始化；其它参数采用Xavier初始化\n",
    "initializer = mx.init.Mixed(['offset_0_weight', 'offset_1_weight', 'offset_2_weight',\n",
    "                             'anchors_0_weight', 'anchors_1_weight', 'anchors_2_weight',\n",
    "                             '.*'],\n",
    "                            [mx.init.Constant(offset_data[0]),\n",
    "                             mx.init.Constant(offset_data[1]),\n",
    "                             mx.init.Constant(offset_data[2]),\n",
    "                             mx.init.Constant(anchor_data[0]),\n",
    "                             mx.init.Constant(anchor_data[1]),\n",
    "                             mx.init.Constant(anchor_data[2]),\n",
    "                             mx.init.Xavier(factor_type=\"in\", magnitude=2.34)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 第四步：加载基础网络darknet53的参数（基于imagenet训练）\n",
    "\n",
    "imagenet是图像识别领域最大的数据库。darknet53是一个物体检测神经网络。\n",
    "\n",
    "此段代码打印基础网络darknet53的完整结构。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Generated by graphviz version 2.38.0 (20140413.2041)\n",
       " -->\n",
       "<!-- Title: plot Pages: 1 -->\n",
       "<svg width=\"214pt\" height=\"17362pt\"\n",
       " viewBox=\"0.00 0.00 214.00 17362.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 17358)\">\n",
       "<title>plot</title>\n",
       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-17358 210,-17358 210,4 -4,4\"/>\n",
       "<!-- data -->\n",
       "<g id=\"node1\" class=\"node\"><title>data</title>\n",
       "<ellipse fill=\"#8dd3c7\" stroke=\"black\" cx=\"47\" cy=\"-29\" rx=\"47\" ry=\"29\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-25.3\" font-family=\"Times,serif\" font-size=\"14.00\">data</text>\n",
       "</g>\n",
       "<!-- cast0 -->\n",
       "<g id=\"node2\" class=\"node\"><title>cast0</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-152 -7.10543e-15,-152 -7.10543e-15,-94 94,-94 94,-152\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-119.3\" font-family=\"Times,serif\" font-size=\"14.00\">cast0</text>\n",
       "</g>\n",
       "<!-- cast0&#45;&gt;data -->\n",
       "<g id=\"edge1\" class=\"edge\"><title>cast0&#45;&gt;data</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-83.7443C47,-75.2043 47,-66.2977 47,-58.2479\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-93.8971 42.5001,-83.897 47,-88.8971 47.0001,-83.8971 47.0001,-83.8971 47.0001,-83.8971 47,-88.8971 51.5001,-83.8971 47,-93.8971 47,-93.8971\"/>\n",
       "</g>\n",
       "<!-- conv_0 -->\n",
       "<g id=\"node3\" class=\"node\"><title>conv_0</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"94,-246 -7.10543e-15,-246 -7.10543e-15,-188 94,-188 94,-246\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-220.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-205.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 32</text>\n",
       "</g>\n",
       "<!-- conv_0&#45;&gt;cast0 -->\n",
       "<g id=\"edge2\" class=\"edge\"><title>conv_0&#45;&gt;cast0</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-177.744C47,-169.204 47,-160.298 47,-152.248\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-187.897 42.5001,-177.897 47,-182.897 47.0001,-177.897 47.0001,-177.897 47.0001,-177.897 47,-182.897 51.5001,-177.897 47,-187.897 47,-187.897\"/>\n",
       "</g>\n",
       "<!-- bn_0 -->\n",
       "<g id=\"node4\" class=\"node\"><title>bn_0</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"94,-340 -7.10543e-15,-340 -7.10543e-15,-282 94,-282 94,-340\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-307.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_0</text>\n",
       "</g>\n",
       "<!-- bn_0&#45;&gt;conv_0 -->\n",
       "<g id=\"edge3\" class=\"edge\"><title>bn_0&#45;&gt;conv_0</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-271.744C47,-263.204 47,-254.298 47,-246.248\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-281.897 42.5001,-271.897 47,-276.897 47.0001,-271.897 47.0001,-271.897 47.0001,-271.897 47,-276.897 51.5001,-271.897 47,-281.897 47,-281.897\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_0 -->\n",
       "<g id=\"node5\" class=\"node\"><title>leaky_relu_0</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"94,-434 -7.10543e-15,-434 -7.10543e-15,-376 94,-376 94,-434\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-408.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-393.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_0&#45;&gt;bn_0 -->\n",
       "<g id=\"edge4\" class=\"edge\"><title>leaky_relu_0&#45;&gt;bn_0</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-365.744C47,-357.204 47,-348.298 47,-340.248\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-375.897 42.5001,-365.897 47,-370.897 47.0001,-365.897 47.0001,-365.897 47.0001,-365.897 47,-370.897 51.5001,-365.897 47,-375.897 47,-375.897\"/>\n",
       "</g>\n",
       "<!-- conv_1 -->\n",
       "<g id=\"node6\" class=\"node\"><title>conv_1</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"94,-528 -7.10543e-15,-528 -7.10543e-15,-470 94,-470 94,-528\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-502.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-487.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/2x2, 64</text>\n",
       "</g>\n",
       "<!-- conv_1&#45;&gt;leaky_relu_0 -->\n",
       "<g id=\"edge5\" class=\"edge\"><title>conv_1&#45;&gt;leaky_relu_0</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-459.744C47,-451.204 47,-442.298 47,-434.248\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-469.897 42.5001,-459.897 47,-464.897 47.0001,-459.897 47.0001,-459.897 47.0001,-459.897 47,-464.897 51.5001,-459.897 47,-469.897 47,-469.897\"/>\n",
       "</g>\n",
       "<!-- bn_1 -->\n",
       "<g id=\"node7\" class=\"node\"><title>bn_1</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"94,-622 -7.10543e-15,-622 -7.10543e-15,-564 94,-564 94,-622\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-589.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_1</text>\n",
       "</g>\n",
       "<!-- bn_1&#45;&gt;conv_1 -->\n",
       "<g id=\"edge6\" class=\"edge\"><title>bn_1&#45;&gt;conv_1</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-553.744C47,-545.204 47,-536.298 47,-528.248\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-563.897 42.5001,-553.897 47,-558.897 47.0001,-553.897 47.0001,-553.897 47.0001,-553.897 47,-558.897 51.5001,-553.897 47,-563.897 47,-563.897\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_1 -->\n",
       "<g id=\"node8\" class=\"node\"><title>leaky_relu_1</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"94,-716 -7.10543e-15,-716 -7.10543e-15,-658 94,-658 94,-716\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-690.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-675.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_1&#45;&gt;bn_1 -->\n",
       "<g id=\"edge7\" class=\"edge\"><title>leaky_relu_1&#45;&gt;bn_1</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-647.744C47,-639.204 47,-630.298 47,-622.248\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-657.897 42.5001,-647.897 47,-652.897 47.0001,-647.897 47.0001,-647.897 47.0001,-647.897 47,-652.897 51.5001,-647.897 47,-657.897 47,-657.897\"/>\n",
       "</g>\n",
       "<!-- conv_2 -->\n",
       "<g id=\"node9\" class=\"node\"><title>conv_2</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-810 38,-810 38,-752 132,-752 132,-810\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-784.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-769.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 32</text>\n",
       "</g>\n",
       "<!-- conv_2&#45;&gt;leaky_relu_1 -->\n",
       "<g id=\"edge8\" class=\"edge\"><title>conv_2&#45;&gt;leaky_relu_1</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-742.588C65.9143,-733.793 62.1022,-724.563 58.6676,-716.248\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-751.897 65.4154,-744.372 71.4834,-747.276 69.5746,-742.654 69.5746,-742.654 69.5746,-742.654 71.4834,-747.276 73.7338,-740.936 73.3923,-751.897 73.3923,-751.897\"/>\n",
       "</g>\n",
       "<!-- bn_2 -->\n",
       "<g id=\"node10\" class=\"node\"><title>bn_2</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-904 38,-904 38,-846 132,-846 132,-904\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-871.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_2</text>\n",
       "</g>\n",
       "<!-- bn_2&#45;&gt;conv_2 -->\n",
       "<g id=\"edge9\" class=\"edge\"><title>bn_2&#45;&gt;conv_2</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-835.744C85,-827.204 85,-818.298 85,-810.248\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-845.897 80.5001,-835.897 85,-840.897 85.0001,-835.897 85.0001,-835.897 85.0001,-835.897 85,-840.897 89.5001,-835.897 85,-845.897 85,-845.897\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_2 -->\n",
       "<g id=\"node11\" class=\"node\"><title>leaky_relu_2</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-998 38,-998 38,-940 132,-940 132,-998\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-972.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-957.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_2&#45;&gt;bn_2 -->\n",
       "<g id=\"edge10\" class=\"edge\"><title>leaky_relu_2&#45;&gt;bn_2</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-929.744C85,-921.204 85,-912.298 85,-904.248\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-939.897 80.5001,-929.897 85,-934.897 85.0001,-929.897 85.0001,-929.897 85.0001,-929.897 85,-934.897 89.5001,-929.897 85,-939.897 85,-939.897\"/>\n",
       "</g>\n",
       "<!-- conv_3 -->\n",
       "<g id=\"node12\" class=\"node\"><title>conv_3</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-1092 38,-1092 38,-1034 132,-1034 132,-1092\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-1066.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-1051.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 64</text>\n",
       "</g>\n",
       "<!-- conv_3&#45;&gt;leaky_relu_2 -->\n",
       "<g id=\"edge11\" class=\"edge\"><title>conv_3&#45;&gt;leaky_relu_2</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-1023.74C85,-1015.2 85,-1006.3 85,-998.248\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-1033.9 80.5001,-1023.9 85,-1028.9 85.0001,-1023.9 85.0001,-1023.9 85.0001,-1023.9 85,-1028.9 89.5001,-1023.9 85,-1033.9 85,-1033.9\"/>\n",
       "</g>\n",
       "<!-- bn_3 -->\n",
       "<g id=\"node13\" class=\"node\"><title>bn_3</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-1186 38,-1186 38,-1128 132,-1128 132,-1186\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-1153.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_3</text>\n",
       "</g>\n",
       "<!-- bn_3&#45;&gt;conv_3 -->\n",
       "<g id=\"edge12\" class=\"edge\"><title>bn_3&#45;&gt;conv_3</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-1117.74C85,-1109.2 85,-1100.3 85,-1092.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-1127.9 80.5001,-1117.9 85,-1122.9 85.0001,-1117.9 85.0001,-1117.9 85.0001,-1117.9 85,-1122.9 89.5001,-1117.9 85,-1127.9 85,-1127.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_3 -->\n",
       "<g id=\"node14\" class=\"node\"><title>leaky_relu_3</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-1280 38,-1280 38,-1222 132,-1222 132,-1280\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-1254.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-1239.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_3&#45;&gt;bn_3 -->\n",
       "<g id=\"edge13\" class=\"edge\"><title>leaky_relu_3&#45;&gt;bn_3</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-1211.74C85,-1203.2 85,-1194.3 85,-1186.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-1221.9 80.5001,-1211.9 85,-1216.9 85.0001,-1211.9 85.0001,-1211.9 85.0001,-1211.9 85,-1216.9 89.5001,-1211.9 85,-1221.9 85,-1221.9\"/>\n",
       "</g>\n",
       "<!-- _plus0 -->\n",
       "<g id=\"node15\" class=\"node\"><title>_plus0</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-1374 -7.10543e-15,-1374 -7.10543e-15,-1316 94,-1316 94,-1374\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-1341.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus0</text>\n",
       "</g>\n",
       "<!-- _plus0&#45;&gt;leaky_relu_1 -->\n",
       "<g id=\"edge15\" class=\"edge\"><title>_plus0&#45;&gt;leaky_relu_1</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-1306.06C24.1178,-1268.78 10,-1210.06 10,-1158 10,-1158 10,-1158 10,-874 10,-817.041 26.8972,-752.123 37.8539,-716.015\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-1315.98 30.6973,-1307.68 36.4328,-1311.19 35.0117,-1306.4 35.0117,-1306.4 35.0117,-1306.4 36.4328,-1311.19 39.3261,-1305.12 37.8539,-1315.98 37.8539,-1315.98\"/>\n",
       "</g>\n",
       "<!-- _plus0&#45;&gt;leaky_relu_3 -->\n",
       "<g id=\"edge14\" class=\"edge\"><title>_plus0&#45;&gt;leaky_relu_3</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-1306.59C66.0857,-1297.79 69.8978,-1288.56 73.3324,-1280.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-1315.9 58.2662,-1304.94 60.5166,-1311.28 62.4254,-1306.65 62.4254,-1306.65 62.4254,-1306.65 60.5166,-1311.28 66.5846,-1308.37 58.6077,-1315.9 58.6077,-1315.9\"/>\n",
       "</g>\n",
       "<!-- conv_4 -->\n",
       "<g id=\"node16\" class=\"node\"><title>conv_4</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"94,-1468 -7.10543e-15,-1468 -7.10543e-15,-1410 94,-1410 94,-1468\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-1442.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-1427.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/2x2, 128</text>\n",
       "</g>\n",
       "<!-- conv_4&#45;&gt;_plus0 -->\n",
       "<g id=\"edge16\" class=\"edge\"><title>conv_4&#45;&gt;_plus0</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-1399.74C47,-1391.2 47,-1382.3 47,-1374.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-1409.9 42.5001,-1399.9 47,-1404.9 47.0001,-1399.9 47.0001,-1399.9 47.0001,-1399.9 47,-1404.9 51.5001,-1399.9 47,-1409.9 47,-1409.9\"/>\n",
       "</g>\n",
       "<!-- bn_4 -->\n",
       "<g id=\"node17\" class=\"node\"><title>bn_4</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"94,-1562 -7.10543e-15,-1562 -7.10543e-15,-1504 94,-1504 94,-1562\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-1529.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_4</text>\n",
       "</g>\n",
       "<!-- bn_4&#45;&gt;conv_4 -->\n",
       "<g id=\"edge17\" class=\"edge\"><title>bn_4&#45;&gt;conv_4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-1493.74C47,-1485.2 47,-1476.3 47,-1468.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-1503.9 42.5001,-1493.9 47,-1498.9 47.0001,-1493.9 47.0001,-1493.9 47.0001,-1493.9 47,-1498.9 51.5001,-1493.9 47,-1503.9 47,-1503.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_4 -->\n",
       "<g id=\"node18\" class=\"node\"><title>leaky_relu_4</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"94,-1656 -7.10543e-15,-1656 -7.10543e-15,-1598 94,-1598 94,-1656\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-1630.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-1615.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_4&#45;&gt;bn_4 -->\n",
       "<g id=\"edge18\" class=\"edge\"><title>leaky_relu_4&#45;&gt;bn_4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-1587.74C47,-1579.2 47,-1570.3 47,-1562.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-1597.9 42.5001,-1587.9 47,-1592.9 47.0001,-1587.9 47.0001,-1587.9 47.0001,-1587.9 47,-1592.9 51.5001,-1587.9 47,-1597.9 47,-1597.9\"/>\n",
       "</g>\n",
       "<!-- conv_5 -->\n",
       "<g id=\"node19\" class=\"node\"><title>conv_5</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-1750 38,-1750 38,-1692 132,-1692 132,-1750\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-1724.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-1709.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 64</text>\n",
       "</g>\n",
       "<!-- conv_5&#45;&gt;leaky_relu_4 -->\n",
       "<g id=\"edge19\" class=\"edge\"><title>conv_5&#45;&gt;leaky_relu_4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-1682.59C65.9143,-1673.79 62.1022,-1664.56 58.6676,-1656.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-1691.9 65.4154,-1684.37 71.4834,-1687.28 69.5746,-1682.65 69.5746,-1682.65 69.5746,-1682.65 71.4834,-1687.28 73.7338,-1680.94 73.3923,-1691.9 73.3923,-1691.9\"/>\n",
       "</g>\n",
       "<!-- bn_5 -->\n",
       "<g id=\"node20\" class=\"node\"><title>bn_5</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-1844 38,-1844 38,-1786 132,-1786 132,-1844\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-1811.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_5</text>\n",
       "</g>\n",
       "<!-- bn_5&#45;&gt;conv_5 -->\n",
       "<g id=\"edge20\" class=\"edge\"><title>bn_5&#45;&gt;conv_5</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-1775.74C85,-1767.2 85,-1758.3 85,-1750.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-1785.9 80.5001,-1775.9 85,-1780.9 85.0001,-1775.9 85.0001,-1775.9 85.0001,-1775.9 85,-1780.9 89.5001,-1775.9 85,-1785.9 85,-1785.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_5 -->\n",
       "<g id=\"node21\" class=\"node\"><title>leaky_relu_5</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-1938 38,-1938 38,-1880 132,-1880 132,-1938\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-1912.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-1897.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_5&#45;&gt;bn_5 -->\n",
       "<g id=\"edge21\" class=\"edge\"><title>leaky_relu_5&#45;&gt;bn_5</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-1869.74C85,-1861.2 85,-1852.3 85,-1844.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-1879.9 80.5001,-1869.9 85,-1874.9 85.0001,-1869.9 85.0001,-1869.9 85.0001,-1869.9 85,-1874.9 89.5001,-1869.9 85,-1879.9 85,-1879.9\"/>\n",
       "</g>\n",
       "<!-- conv_6 -->\n",
       "<g id=\"node22\" class=\"node\"><title>conv_6</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-2032 38,-2032 38,-1974 132,-1974 132,-2032\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-2006.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-1991.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_6&#45;&gt;leaky_relu_5 -->\n",
       "<g id=\"edge22\" class=\"edge\"><title>conv_6&#45;&gt;leaky_relu_5</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-1963.74C85,-1955.2 85,-1946.3 85,-1938.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-1973.9 80.5001,-1963.9 85,-1968.9 85.0001,-1963.9 85.0001,-1963.9 85.0001,-1963.9 85,-1968.9 89.5001,-1963.9 85,-1973.9 85,-1973.9\"/>\n",
       "</g>\n",
       "<!-- bn_6 -->\n",
       "<g id=\"node23\" class=\"node\"><title>bn_6</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-2126 38,-2126 38,-2068 132,-2068 132,-2126\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-2093.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_6</text>\n",
       "</g>\n",
       "<!-- bn_6&#45;&gt;conv_6 -->\n",
       "<g id=\"edge23\" class=\"edge\"><title>bn_6&#45;&gt;conv_6</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-2057.74C85,-2049.2 85,-2040.3 85,-2032.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-2067.9 80.5001,-2057.9 85,-2062.9 85.0001,-2057.9 85.0001,-2057.9 85.0001,-2057.9 85,-2062.9 89.5001,-2057.9 85,-2067.9 85,-2067.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_6 -->\n",
       "<g id=\"node24\" class=\"node\"><title>leaky_relu_6</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-2220 38,-2220 38,-2162 132,-2162 132,-2220\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-2194.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-2179.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_6&#45;&gt;bn_6 -->\n",
       "<g id=\"edge24\" class=\"edge\"><title>leaky_relu_6&#45;&gt;bn_6</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-2151.74C85,-2143.2 85,-2134.3 85,-2126.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-2161.9 80.5001,-2151.9 85,-2156.9 85.0001,-2151.9 85.0001,-2151.9 85.0001,-2151.9 85,-2156.9 89.5001,-2151.9 85,-2161.9 85,-2161.9\"/>\n",
       "</g>\n",
       "<!-- _plus1 -->\n",
       "<g id=\"node25\" class=\"node\"><title>_plus1</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-2314 -7.10543e-15,-2314 -7.10543e-15,-2256 94,-2256 94,-2314\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-2281.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus1</text>\n",
       "</g>\n",
       "<!-- _plus1&#45;&gt;leaky_relu_4 -->\n",
       "<g id=\"edge26\" class=\"edge\"><title>_plus1&#45;&gt;leaky_relu_4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-2246.06C24.1178,-2208.78 10,-2150.06 10,-2098 10,-2098 10,-2098 10,-1814 10,-1757.04 26.8972,-1692.12 37.8539,-1656.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-2255.98 30.6973,-2247.68 36.4328,-2251.19 35.0117,-2246.4 35.0117,-2246.4 35.0117,-2246.4 36.4328,-2251.19 39.3261,-2245.12 37.8539,-2255.98 37.8539,-2255.98\"/>\n",
       "</g>\n",
       "<!-- _plus1&#45;&gt;leaky_relu_6 -->\n",
       "<g id=\"edge25\" class=\"edge\"><title>_plus1&#45;&gt;leaky_relu_6</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-2246.59C66.0857,-2237.79 69.8978,-2228.56 73.3324,-2220.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-2255.9 58.2662,-2244.94 60.5166,-2251.28 62.4254,-2246.65 62.4254,-2246.65 62.4254,-2246.65 60.5166,-2251.28 66.5846,-2248.37 58.6077,-2255.9 58.6077,-2255.9\"/>\n",
       "</g>\n",
       "<!-- conv_7 -->\n",
       "<g id=\"node26\" class=\"node\"><title>conv_7</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-2408 38,-2408 38,-2350 132,-2350 132,-2408\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-2382.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-2367.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 64</text>\n",
       "</g>\n",
       "<!-- conv_7&#45;&gt;_plus1 -->\n",
       "<g id=\"edge27\" class=\"edge\"><title>conv_7&#45;&gt;_plus1</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-2340.59C65.9143,-2331.79 62.1022,-2322.56 58.6676,-2314.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-2349.9 65.4154,-2342.37 71.4834,-2345.28 69.5746,-2340.65 69.5746,-2340.65 69.5746,-2340.65 71.4834,-2345.28 73.7338,-2338.94 73.3923,-2349.9 73.3923,-2349.9\"/>\n",
       "</g>\n",
       "<!-- bn_7 -->\n",
       "<g id=\"node27\" class=\"node\"><title>bn_7</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-2502 38,-2502 38,-2444 132,-2444 132,-2502\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-2469.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_7</text>\n",
       "</g>\n",
       "<!-- bn_7&#45;&gt;conv_7 -->\n",
       "<g id=\"edge28\" class=\"edge\"><title>bn_7&#45;&gt;conv_7</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-2433.74C85,-2425.2 85,-2416.3 85,-2408.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-2443.9 80.5001,-2433.9 85,-2438.9 85.0001,-2433.9 85.0001,-2433.9 85.0001,-2433.9 85,-2438.9 89.5001,-2433.9 85,-2443.9 85,-2443.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_7 -->\n",
       "<g id=\"node28\" class=\"node\"><title>leaky_relu_7</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-2596 38,-2596 38,-2538 132,-2538 132,-2596\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-2570.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-2555.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_7&#45;&gt;bn_7 -->\n",
       "<g id=\"edge29\" class=\"edge\"><title>leaky_relu_7&#45;&gt;bn_7</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-2527.74C85,-2519.2 85,-2510.3 85,-2502.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-2537.9 80.5001,-2527.9 85,-2532.9 85.0001,-2527.9 85.0001,-2527.9 85.0001,-2527.9 85,-2532.9 89.5001,-2527.9 85,-2537.9 85,-2537.9\"/>\n",
       "</g>\n",
       "<!-- conv_8 -->\n",
       "<g id=\"node29\" class=\"node\"><title>conv_8</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-2690 38,-2690 38,-2632 132,-2632 132,-2690\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-2664.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-2649.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_8&#45;&gt;leaky_relu_7 -->\n",
       "<g id=\"edge30\" class=\"edge\"><title>conv_8&#45;&gt;leaky_relu_7</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-2621.74C85,-2613.2 85,-2604.3 85,-2596.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-2631.9 80.5001,-2621.9 85,-2626.9 85.0001,-2621.9 85.0001,-2621.9 85.0001,-2621.9 85,-2626.9 89.5001,-2621.9 85,-2631.9 85,-2631.9\"/>\n",
       "</g>\n",
       "<!-- bn_8 -->\n",
       "<g id=\"node30\" class=\"node\"><title>bn_8</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-2784 38,-2784 38,-2726 132,-2726 132,-2784\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-2751.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_8</text>\n",
       "</g>\n",
       "<!-- bn_8&#45;&gt;conv_8 -->\n",
       "<g id=\"edge31\" class=\"edge\"><title>bn_8&#45;&gt;conv_8</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-2715.74C85,-2707.2 85,-2698.3 85,-2690.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-2725.9 80.5001,-2715.9 85,-2720.9 85.0001,-2715.9 85.0001,-2715.9 85.0001,-2715.9 85,-2720.9 89.5001,-2715.9 85,-2725.9 85,-2725.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_8 -->\n",
       "<g id=\"node31\" class=\"node\"><title>leaky_relu_8</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-2878 38,-2878 38,-2820 132,-2820 132,-2878\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-2852.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-2837.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_8&#45;&gt;bn_8 -->\n",
       "<g id=\"edge32\" class=\"edge\"><title>leaky_relu_8&#45;&gt;bn_8</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-2809.74C85,-2801.2 85,-2792.3 85,-2784.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-2819.9 80.5001,-2809.9 85,-2814.9 85.0001,-2809.9 85.0001,-2809.9 85.0001,-2809.9 85,-2814.9 89.5001,-2809.9 85,-2819.9 85,-2819.9\"/>\n",
       "</g>\n",
       "<!-- _plus2 -->\n",
       "<g id=\"node32\" class=\"node\"><title>_plus2</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-2972 -7.10543e-15,-2972 -7.10543e-15,-2914 94,-2914 94,-2972\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-2939.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus2</text>\n",
       "</g>\n",
       "<!-- _plus2&#45;&gt;_plus1 -->\n",
       "<g id=\"edge34\" class=\"edge\"><title>_plus2&#45;&gt;_plus1</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-2904.06C24.1178,-2866.78 10,-2808.06 10,-2756 10,-2756 10,-2756 10,-2472 10,-2415.04 26.8972,-2350.12 37.8539,-2314.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-2913.98 30.6973,-2905.68 36.4328,-2909.19 35.0117,-2904.4 35.0117,-2904.4 35.0117,-2904.4 36.4328,-2909.19 39.3261,-2903.12 37.8539,-2913.98 37.8539,-2913.98\"/>\n",
       "</g>\n",
       "<!-- _plus2&#45;&gt;leaky_relu_8 -->\n",
       "<g id=\"edge33\" class=\"edge\"><title>_plus2&#45;&gt;leaky_relu_8</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-2904.59C66.0857,-2895.79 69.8978,-2886.56 73.3324,-2878.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-2913.9 58.2662,-2902.94 60.5166,-2909.28 62.4254,-2904.65 62.4254,-2904.65 62.4254,-2904.65 60.5166,-2909.28 66.5846,-2906.37 58.6077,-2913.9 58.6077,-2913.9\"/>\n",
       "</g>\n",
       "<!-- conv_9 -->\n",
       "<g id=\"node33\" class=\"node\"><title>conv_9</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"94,-3066 -7.10543e-15,-3066 -7.10543e-15,-3008 94,-3008 94,-3066\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-3040.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-3025.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/2x2, 256</text>\n",
       "</g>\n",
       "<!-- conv_9&#45;&gt;_plus2 -->\n",
       "<g id=\"edge35\" class=\"edge\"><title>conv_9&#45;&gt;_plus2</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-2997.74C47,-2989.2 47,-2980.3 47,-2972.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-3007.9 42.5001,-2997.9 47,-3002.9 47.0001,-2997.9 47.0001,-2997.9 47.0001,-2997.9 47,-3002.9 51.5001,-2997.9 47,-3007.9 47,-3007.9\"/>\n",
       "</g>\n",
       "<!-- bn_9 -->\n",
       "<g id=\"node34\" class=\"node\"><title>bn_9</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"94,-3160 -7.10543e-15,-3160 -7.10543e-15,-3102 94,-3102 94,-3160\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-3127.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_9</text>\n",
       "</g>\n",
       "<!-- bn_9&#45;&gt;conv_9 -->\n",
       "<g id=\"edge36\" class=\"edge\"><title>bn_9&#45;&gt;conv_9</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-3091.74C47,-3083.2 47,-3074.3 47,-3066.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-3101.9 42.5001,-3091.9 47,-3096.9 47.0001,-3091.9 47.0001,-3091.9 47.0001,-3091.9 47,-3096.9 51.5001,-3091.9 47,-3101.9 47,-3101.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_9 -->\n",
       "<g id=\"node35\" class=\"node\"><title>leaky_relu_9</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"94,-3254 -7.10543e-15,-3254 -7.10543e-15,-3196 94,-3196 94,-3254\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-3228.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-3213.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_9&#45;&gt;bn_9 -->\n",
       "<g id=\"edge37\" class=\"edge\"><title>leaky_relu_9&#45;&gt;bn_9</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-3185.74C47,-3177.2 47,-3168.3 47,-3160.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-3195.9 42.5001,-3185.9 47,-3190.9 47.0001,-3185.9 47.0001,-3185.9 47.0001,-3185.9 47,-3190.9 51.5001,-3185.9 47,-3195.9 47,-3195.9\"/>\n",
       "</g>\n",
       "<!-- conv_10 -->\n",
       "<g id=\"node36\" class=\"node\"><title>conv_10</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-3348 38,-3348 38,-3290 132,-3290 132,-3348\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-3322.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-3307.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_10&#45;&gt;leaky_relu_9 -->\n",
       "<g id=\"edge38\" class=\"edge\"><title>conv_10&#45;&gt;leaky_relu_9</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-3280.59C65.9143,-3271.79 62.1022,-3262.56 58.6676,-3254.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-3289.9 65.4154,-3282.37 71.4834,-3285.28 69.5746,-3280.65 69.5746,-3280.65 69.5746,-3280.65 71.4834,-3285.28 73.7338,-3278.94 73.3923,-3289.9 73.3923,-3289.9\"/>\n",
       "</g>\n",
       "<!-- bn_10 -->\n",
       "<g id=\"node37\" class=\"node\"><title>bn_10</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-3442 38,-3442 38,-3384 132,-3384 132,-3442\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-3409.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_10</text>\n",
       "</g>\n",
       "<!-- bn_10&#45;&gt;conv_10 -->\n",
       "<g id=\"edge39\" class=\"edge\"><title>bn_10&#45;&gt;conv_10</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-3373.74C85,-3365.2 85,-3356.3 85,-3348.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-3383.9 80.5001,-3373.9 85,-3378.9 85.0001,-3373.9 85.0001,-3373.9 85.0001,-3373.9 85,-3378.9 89.5001,-3373.9 85,-3383.9 85,-3383.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_10 -->\n",
       "<g id=\"node38\" class=\"node\"><title>leaky_relu_10</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-3536 38,-3536 38,-3478 132,-3478 132,-3536\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-3510.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-3495.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_10&#45;&gt;bn_10 -->\n",
       "<g id=\"edge40\" class=\"edge\"><title>leaky_relu_10&#45;&gt;bn_10</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-3467.74C85,-3459.2 85,-3450.3 85,-3442.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-3477.9 80.5001,-3467.9 85,-3472.9 85.0001,-3467.9 85.0001,-3467.9 85.0001,-3467.9 85,-3472.9 89.5001,-3467.9 85,-3477.9 85,-3477.9\"/>\n",
       "</g>\n",
       "<!-- conv_11 -->\n",
       "<g id=\"node39\" class=\"node\"><title>conv_11</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-3630 38,-3630 38,-3572 132,-3572 132,-3630\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-3604.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-3589.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_11&#45;&gt;leaky_relu_10 -->\n",
       "<g id=\"edge41\" class=\"edge\"><title>conv_11&#45;&gt;leaky_relu_10</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-3561.74C85,-3553.2 85,-3544.3 85,-3536.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-3571.9 80.5001,-3561.9 85,-3566.9 85.0001,-3561.9 85.0001,-3561.9 85.0001,-3561.9 85,-3566.9 89.5001,-3561.9 85,-3571.9 85,-3571.9\"/>\n",
       "</g>\n",
       "<!-- bn_11 -->\n",
       "<g id=\"node40\" class=\"node\"><title>bn_11</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-3724 38,-3724 38,-3666 132,-3666 132,-3724\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-3691.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_11</text>\n",
       "</g>\n",
       "<!-- bn_11&#45;&gt;conv_11 -->\n",
       "<g id=\"edge42\" class=\"edge\"><title>bn_11&#45;&gt;conv_11</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-3655.74C85,-3647.2 85,-3638.3 85,-3630.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-3665.9 80.5001,-3655.9 85,-3660.9 85.0001,-3655.9 85.0001,-3655.9 85.0001,-3655.9 85,-3660.9 89.5001,-3655.9 85,-3665.9 85,-3665.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_11 -->\n",
       "<g id=\"node41\" class=\"node\"><title>leaky_relu_11</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-3818 38,-3818 38,-3760 132,-3760 132,-3818\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-3792.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-3777.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_11&#45;&gt;bn_11 -->\n",
       "<g id=\"edge43\" class=\"edge\"><title>leaky_relu_11&#45;&gt;bn_11</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-3749.74C85,-3741.2 85,-3732.3 85,-3724.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-3759.9 80.5001,-3749.9 85,-3754.9 85.0001,-3749.9 85.0001,-3749.9 85.0001,-3749.9 85,-3754.9 89.5001,-3749.9 85,-3759.9 85,-3759.9\"/>\n",
       "</g>\n",
       "<!-- _plus3 -->\n",
       "<g id=\"node42\" class=\"node\"><title>_plus3</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-3912 -7.10543e-15,-3912 -7.10543e-15,-3854 94,-3854 94,-3912\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-3879.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus3</text>\n",
       "</g>\n",
       "<!-- _plus3&#45;&gt;leaky_relu_9 -->\n",
       "<g id=\"edge45\" class=\"edge\"><title>_plus3&#45;&gt;leaky_relu_9</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-3844.06C24.1178,-3806.78 10,-3748.06 10,-3696 10,-3696 10,-3696 10,-3412 10,-3355.04 26.8972,-3290.12 37.8539,-3254.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-3853.98 30.6973,-3845.68 36.4328,-3849.19 35.0117,-3844.4 35.0117,-3844.4 35.0117,-3844.4 36.4328,-3849.19 39.3261,-3843.12 37.8539,-3853.98 37.8539,-3853.98\"/>\n",
       "</g>\n",
       "<!-- _plus3&#45;&gt;leaky_relu_11 -->\n",
       "<g id=\"edge44\" class=\"edge\"><title>_plus3&#45;&gt;leaky_relu_11</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-3844.59C66.0857,-3835.79 69.8978,-3826.56 73.3324,-3818.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-3853.9 58.2662,-3842.94 60.5166,-3849.28 62.4254,-3844.65 62.4254,-3844.65 62.4254,-3844.65 60.5166,-3849.28 66.5846,-3846.37 58.6077,-3853.9 58.6077,-3853.9\"/>\n",
       "</g>\n",
       "<!-- conv_12 -->\n",
       "<g id=\"node43\" class=\"node\"><title>conv_12</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-4006 38,-4006 38,-3948 132,-3948 132,-4006\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-3980.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-3965.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_12&#45;&gt;_plus3 -->\n",
       "<g id=\"edge46\" class=\"edge\"><title>conv_12&#45;&gt;_plus3</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-3938.59C65.9143,-3929.79 62.1022,-3920.56 58.6676,-3912.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-3947.9 65.4154,-3940.37 71.4834,-3943.28 69.5746,-3938.65 69.5746,-3938.65 69.5746,-3938.65 71.4834,-3943.28 73.7338,-3936.94 73.3923,-3947.9 73.3923,-3947.9\"/>\n",
       "</g>\n",
       "<!-- bn_12 -->\n",
       "<g id=\"node44\" class=\"node\"><title>bn_12</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-4100 38,-4100 38,-4042 132,-4042 132,-4100\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-4067.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_12</text>\n",
       "</g>\n",
       "<!-- bn_12&#45;&gt;conv_12 -->\n",
       "<g id=\"edge47\" class=\"edge\"><title>bn_12&#45;&gt;conv_12</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-4031.74C85,-4023.2 85,-4014.3 85,-4006.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-4041.9 80.5001,-4031.9 85,-4036.9 85.0001,-4031.9 85.0001,-4031.9 85.0001,-4031.9 85,-4036.9 89.5001,-4031.9 85,-4041.9 85,-4041.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_12 -->\n",
       "<g id=\"node45\" class=\"node\"><title>leaky_relu_12</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-4194 38,-4194 38,-4136 132,-4136 132,-4194\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-4168.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-4153.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_12&#45;&gt;bn_12 -->\n",
       "<g id=\"edge48\" class=\"edge\"><title>leaky_relu_12&#45;&gt;bn_12</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-4125.74C85,-4117.2 85,-4108.3 85,-4100.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-4135.9 80.5001,-4125.9 85,-4130.9 85.0001,-4125.9 85.0001,-4125.9 85.0001,-4125.9 85,-4130.9 89.5001,-4125.9 85,-4135.9 85,-4135.9\"/>\n",
       "</g>\n",
       "<!-- conv_13 -->\n",
       "<g id=\"node46\" class=\"node\"><title>conv_13</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-4288 38,-4288 38,-4230 132,-4230 132,-4288\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-4262.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-4247.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_13&#45;&gt;leaky_relu_12 -->\n",
       "<g id=\"edge49\" class=\"edge\"><title>conv_13&#45;&gt;leaky_relu_12</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-4219.74C85,-4211.2 85,-4202.3 85,-4194.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-4229.9 80.5001,-4219.9 85,-4224.9 85.0001,-4219.9 85.0001,-4219.9 85.0001,-4219.9 85,-4224.9 89.5001,-4219.9 85,-4229.9 85,-4229.9\"/>\n",
       "</g>\n",
       "<!-- bn_13 -->\n",
       "<g id=\"node47\" class=\"node\"><title>bn_13</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-4382 38,-4382 38,-4324 132,-4324 132,-4382\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-4349.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_13</text>\n",
       "</g>\n",
       "<!-- bn_13&#45;&gt;conv_13 -->\n",
       "<g id=\"edge50\" class=\"edge\"><title>bn_13&#45;&gt;conv_13</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-4313.74C85,-4305.2 85,-4296.3 85,-4288.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-4323.9 80.5001,-4313.9 85,-4318.9 85.0001,-4313.9 85.0001,-4313.9 85.0001,-4313.9 85,-4318.9 89.5001,-4313.9 85,-4323.9 85,-4323.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_13 -->\n",
       "<g id=\"node48\" class=\"node\"><title>leaky_relu_13</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-4476 38,-4476 38,-4418 132,-4418 132,-4476\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-4450.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-4435.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_13&#45;&gt;bn_13 -->\n",
       "<g id=\"edge51\" class=\"edge\"><title>leaky_relu_13&#45;&gt;bn_13</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-4407.74C85,-4399.2 85,-4390.3 85,-4382.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-4417.9 80.5001,-4407.9 85,-4412.9 85.0001,-4407.9 85.0001,-4407.9 85.0001,-4407.9 85,-4412.9 89.5001,-4407.9 85,-4417.9 85,-4417.9\"/>\n",
       "</g>\n",
       "<!-- _plus4 -->\n",
       "<g id=\"node49\" class=\"node\"><title>_plus4</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-4570 -7.10543e-15,-4570 -7.10543e-15,-4512 94,-4512 94,-4570\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-4537.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus4</text>\n",
       "</g>\n",
       "<!-- _plus4&#45;&gt;_plus3 -->\n",
       "<g id=\"edge53\" class=\"edge\"><title>_plus4&#45;&gt;_plus3</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-4502.06C24.1178,-4464.78 10,-4406.06 10,-4354 10,-4354 10,-4354 10,-4070 10,-4013.04 26.8972,-3948.12 37.8539,-3912.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-4511.98 30.6973,-4503.68 36.4328,-4507.19 35.0117,-4502.4 35.0117,-4502.4 35.0117,-4502.4 36.4328,-4507.19 39.3261,-4501.12 37.8539,-4511.98 37.8539,-4511.98\"/>\n",
       "</g>\n",
       "<!-- _plus4&#45;&gt;leaky_relu_13 -->\n",
       "<g id=\"edge52\" class=\"edge\"><title>_plus4&#45;&gt;leaky_relu_13</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-4502.59C66.0857,-4493.79 69.8978,-4484.56 73.3324,-4476.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-4511.9 58.2662,-4500.94 60.5166,-4507.28 62.4254,-4502.65 62.4254,-4502.65 62.4254,-4502.65 60.5166,-4507.28 66.5846,-4504.37 58.6077,-4511.9 58.6077,-4511.9\"/>\n",
       "</g>\n",
       "<!-- conv_14 -->\n",
       "<g id=\"node50\" class=\"node\"><title>conv_14</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-4664 38,-4664 38,-4606 132,-4606 132,-4664\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-4638.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-4623.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_14&#45;&gt;_plus4 -->\n",
       "<g id=\"edge54\" class=\"edge\"><title>conv_14&#45;&gt;_plus4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-4596.59C65.9143,-4587.79 62.1022,-4578.56 58.6676,-4570.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-4605.9 65.4154,-4598.37 71.4834,-4601.28 69.5746,-4596.65 69.5746,-4596.65 69.5746,-4596.65 71.4834,-4601.28 73.7338,-4594.94 73.3923,-4605.9 73.3923,-4605.9\"/>\n",
       "</g>\n",
       "<!-- bn_14 -->\n",
       "<g id=\"node51\" class=\"node\"><title>bn_14</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-4758 38,-4758 38,-4700 132,-4700 132,-4758\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-4725.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_14</text>\n",
       "</g>\n",
       "<!-- bn_14&#45;&gt;conv_14 -->\n",
       "<g id=\"edge55\" class=\"edge\"><title>bn_14&#45;&gt;conv_14</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-4689.74C85,-4681.2 85,-4672.3 85,-4664.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-4699.9 80.5001,-4689.9 85,-4694.9 85.0001,-4689.9 85.0001,-4689.9 85.0001,-4689.9 85,-4694.9 89.5001,-4689.9 85,-4699.9 85,-4699.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_14 -->\n",
       "<g id=\"node52\" class=\"node\"><title>leaky_relu_14</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-4852 38,-4852 38,-4794 132,-4794 132,-4852\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-4826.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-4811.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_14&#45;&gt;bn_14 -->\n",
       "<g id=\"edge56\" class=\"edge\"><title>leaky_relu_14&#45;&gt;bn_14</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-4783.74C85,-4775.2 85,-4766.3 85,-4758.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-4793.9 80.5001,-4783.9 85,-4788.9 85.0001,-4783.9 85.0001,-4783.9 85.0001,-4783.9 85,-4788.9 89.5001,-4783.9 85,-4793.9 85,-4793.9\"/>\n",
       "</g>\n",
       "<!-- conv_15 -->\n",
       "<g id=\"node53\" class=\"node\"><title>conv_15</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-4946 38,-4946 38,-4888 132,-4888 132,-4946\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-4920.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-4905.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_15&#45;&gt;leaky_relu_14 -->\n",
       "<g id=\"edge57\" class=\"edge\"><title>conv_15&#45;&gt;leaky_relu_14</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-4877.74C85,-4869.2 85,-4860.3 85,-4852.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-4887.9 80.5001,-4877.9 85,-4882.9 85.0001,-4877.9 85.0001,-4877.9 85.0001,-4877.9 85,-4882.9 89.5001,-4877.9 85,-4887.9 85,-4887.9\"/>\n",
       "</g>\n",
       "<!-- bn_15 -->\n",
       "<g id=\"node54\" class=\"node\"><title>bn_15</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-5040 38,-5040 38,-4982 132,-4982 132,-5040\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-5007.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_15</text>\n",
       "</g>\n",
       "<!-- bn_15&#45;&gt;conv_15 -->\n",
       "<g id=\"edge58\" class=\"edge\"><title>bn_15&#45;&gt;conv_15</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-4971.74C85,-4963.2 85,-4954.3 85,-4946.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-4981.9 80.5001,-4971.9 85,-4976.9 85.0001,-4971.9 85.0001,-4971.9 85.0001,-4971.9 85,-4976.9 89.5001,-4971.9 85,-4981.9 85,-4981.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_15 -->\n",
       "<g id=\"node55\" class=\"node\"><title>leaky_relu_15</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-5134 38,-5134 38,-5076 132,-5076 132,-5134\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-5108.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-5093.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_15&#45;&gt;bn_15 -->\n",
       "<g id=\"edge59\" class=\"edge\"><title>leaky_relu_15&#45;&gt;bn_15</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-5065.74C85,-5057.2 85,-5048.3 85,-5040.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-5075.9 80.5001,-5065.9 85,-5070.9 85.0001,-5065.9 85.0001,-5065.9 85.0001,-5065.9 85,-5070.9 89.5001,-5065.9 85,-5075.9 85,-5075.9\"/>\n",
       "</g>\n",
       "<!-- _plus5 -->\n",
       "<g id=\"node56\" class=\"node\"><title>_plus5</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-5228 -7.10543e-15,-5228 -7.10543e-15,-5170 94,-5170 94,-5228\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-5195.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus5</text>\n",
       "</g>\n",
       "<!-- _plus5&#45;&gt;_plus4 -->\n",
       "<g id=\"edge61\" class=\"edge\"><title>_plus5&#45;&gt;_plus4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-5160.06C24.1178,-5122.78 10,-5064.06 10,-5012 10,-5012 10,-5012 10,-4728 10,-4671.04 26.8972,-4606.12 37.8539,-4570.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-5169.98 30.6973,-5161.68 36.4328,-5165.19 35.0117,-5160.4 35.0117,-5160.4 35.0117,-5160.4 36.4328,-5165.19 39.3261,-5159.12 37.8539,-5169.98 37.8539,-5169.98\"/>\n",
       "</g>\n",
       "<!-- _plus5&#45;&gt;leaky_relu_15 -->\n",
       "<g id=\"edge60\" class=\"edge\"><title>_plus5&#45;&gt;leaky_relu_15</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-5160.59C66.0857,-5151.79 69.8978,-5142.56 73.3324,-5134.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-5169.9 58.2662,-5158.94 60.5166,-5165.28 62.4254,-5160.65 62.4254,-5160.65 62.4254,-5160.65 60.5166,-5165.28 66.5846,-5162.37 58.6077,-5169.9 58.6077,-5169.9\"/>\n",
       "</g>\n",
       "<!-- conv_16 -->\n",
       "<g id=\"node57\" class=\"node\"><title>conv_16</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-5322 38,-5322 38,-5264 132,-5264 132,-5322\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-5296.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-5281.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_16&#45;&gt;_plus5 -->\n",
       "<g id=\"edge62\" class=\"edge\"><title>conv_16&#45;&gt;_plus5</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-5254.59C65.9143,-5245.79 62.1022,-5236.56 58.6676,-5228.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-5263.9 65.4154,-5256.37 71.4834,-5259.28 69.5746,-5254.65 69.5746,-5254.65 69.5746,-5254.65 71.4834,-5259.28 73.7338,-5252.94 73.3923,-5263.9 73.3923,-5263.9\"/>\n",
       "</g>\n",
       "<!-- bn_16 -->\n",
       "<g id=\"node58\" class=\"node\"><title>bn_16</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-5416 38,-5416 38,-5358 132,-5358 132,-5416\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-5383.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_16</text>\n",
       "</g>\n",
       "<!-- bn_16&#45;&gt;conv_16 -->\n",
       "<g id=\"edge63\" class=\"edge\"><title>bn_16&#45;&gt;conv_16</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-5347.74C85,-5339.2 85,-5330.3 85,-5322.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-5357.9 80.5001,-5347.9 85,-5352.9 85.0001,-5347.9 85.0001,-5347.9 85.0001,-5347.9 85,-5352.9 89.5001,-5347.9 85,-5357.9 85,-5357.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_16 -->\n",
       "<g id=\"node59\" class=\"node\"><title>leaky_relu_16</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-5510 38,-5510 38,-5452 132,-5452 132,-5510\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-5484.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-5469.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_16&#45;&gt;bn_16 -->\n",
       "<g id=\"edge64\" class=\"edge\"><title>leaky_relu_16&#45;&gt;bn_16</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-5441.74C85,-5433.2 85,-5424.3 85,-5416.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-5451.9 80.5001,-5441.9 85,-5446.9 85.0001,-5441.9 85.0001,-5441.9 85.0001,-5441.9 85,-5446.9 89.5001,-5441.9 85,-5451.9 85,-5451.9\"/>\n",
       "</g>\n",
       "<!-- conv_17 -->\n",
       "<g id=\"node60\" class=\"node\"><title>conv_17</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-5604 38,-5604 38,-5546 132,-5546 132,-5604\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-5578.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-5563.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_17&#45;&gt;leaky_relu_16 -->\n",
       "<g id=\"edge65\" class=\"edge\"><title>conv_17&#45;&gt;leaky_relu_16</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-5535.74C85,-5527.2 85,-5518.3 85,-5510.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-5545.9 80.5001,-5535.9 85,-5540.9 85.0001,-5535.9 85.0001,-5535.9 85.0001,-5535.9 85,-5540.9 89.5001,-5535.9 85,-5545.9 85,-5545.9\"/>\n",
       "</g>\n",
       "<!-- bn_17 -->\n",
       "<g id=\"node61\" class=\"node\"><title>bn_17</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-5698 38,-5698 38,-5640 132,-5640 132,-5698\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-5665.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_17</text>\n",
       "</g>\n",
       "<!-- bn_17&#45;&gt;conv_17 -->\n",
       "<g id=\"edge66\" class=\"edge\"><title>bn_17&#45;&gt;conv_17</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-5629.74C85,-5621.2 85,-5612.3 85,-5604.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-5639.9 80.5001,-5629.9 85,-5634.9 85.0001,-5629.9 85.0001,-5629.9 85.0001,-5629.9 85,-5634.9 89.5001,-5629.9 85,-5639.9 85,-5639.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_17 -->\n",
       "<g id=\"node62\" class=\"node\"><title>leaky_relu_17</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-5792 38,-5792 38,-5734 132,-5734 132,-5792\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-5766.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-5751.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_17&#45;&gt;bn_17 -->\n",
       "<g id=\"edge67\" class=\"edge\"><title>leaky_relu_17&#45;&gt;bn_17</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-5723.74C85,-5715.2 85,-5706.3 85,-5698.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-5733.9 80.5001,-5723.9 85,-5728.9 85.0001,-5723.9 85.0001,-5723.9 85.0001,-5723.9 85,-5728.9 89.5001,-5723.9 85,-5733.9 85,-5733.9\"/>\n",
       "</g>\n",
       "<!-- _plus6 -->\n",
       "<g id=\"node63\" class=\"node\"><title>_plus6</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-5886 -7.10543e-15,-5886 -7.10543e-15,-5828 94,-5828 94,-5886\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-5853.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus6</text>\n",
       "</g>\n",
       "<!-- _plus6&#45;&gt;_plus5 -->\n",
       "<g id=\"edge69\" class=\"edge\"><title>_plus6&#45;&gt;_plus5</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-5818.06C24.1178,-5780.78 10,-5722.06 10,-5670 10,-5670 10,-5670 10,-5386 10,-5329.04 26.8972,-5264.12 37.8539,-5228.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-5827.98 30.6973,-5819.68 36.4328,-5823.19 35.0117,-5818.4 35.0117,-5818.4 35.0117,-5818.4 36.4328,-5823.19 39.3261,-5817.12 37.8539,-5827.98 37.8539,-5827.98\"/>\n",
       "</g>\n",
       "<!-- _plus6&#45;&gt;leaky_relu_17 -->\n",
       "<g id=\"edge68\" class=\"edge\"><title>_plus6&#45;&gt;leaky_relu_17</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-5818.59C66.0857,-5809.79 69.8978,-5800.56 73.3324,-5792.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-5827.9 58.2662,-5816.94 60.5166,-5823.28 62.4254,-5818.65 62.4254,-5818.65 62.4254,-5818.65 60.5166,-5823.28 66.5846,-5820.37 58.6077,-5827.9 58.6077,-5827.9\"/>\n",
       "</g>\n",
       "<!-- conv_18 -->\n",
       "<g id=\"node64\" class=\"node\"><title>conv_18</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-5980 38,-5980 38,-5922 132,-5922 132,-5980\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-5954.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-5939.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_18&#45;&gt;_plus6 -->\n",
       "<g id=\"edge70\" class=\"edge\"><title>conv_18&#45;&gt;_plus6</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-5912.59C65.9143,-5903.79 62.1022,-5894.56 58.6676,-5886.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-5921.9 65.4154,-5914.37 71.4834,-5917.28 69.5746,-5912.65 69.5746,-5912.65 69.5746,-5912.65 71.4834,-5917.28 73.7338,-5910.94 73.3923,-5921.9 73.3923,-5921.9\"/>\n",
       "</g>\n",
       "<!-- bn_18 -->\n",
       "<g id=\"node65\" class=\"node\"><title>bn_18</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-6074 38,-6074 38,-6016 132,-6016 132,-6074\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-6041.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_18</text>\n",
       "</g>\n",
       "<!-- bn_18&#45;&gt;conv_18 -->\n",
       "<g id=\"edge71\" class=\"edge\"><title>bn_18&#45;&gt;conv_18</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-6005.74C85,-5997.2 85,-5988.3 85,-5980.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-6015.9 80.5001,-6005.9 85,-6010.9 85.0001,-6005.9 85.0001,-6005.9 85.0001,-6005.9 85,-6010.9 89.5001,-6005.9 85,-6015.9 85,-6015.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_18 -->\n",
       "<g id=\"node66\" class=\"node\"><title>leaky_relu_18</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-6168 38,-6168 38,-6110 132,-6110 132,-6168\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-6142.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-6127.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_18&#45;&gt;bn_18 -->\n",
       "<g id=\"edge72\" class=\"edge\"><title>leaky_relu_18&#45;&gt;bn_18</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-6099.74C85,-6091.2 85,-6082.3 85,-6074.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-6109.9 80.5001,-6099.9 85,-6104.9 85.0001,-6099.9 85.0001,-6099.9 85.0001,-6099.9 85,-6104.9 89.5001,-6099.9 85,-6109.9 85,-6109.9\"/>\n",
       "</g>\n",
       "<!-- conv_19 -->\n",
       "<g id=\"node67\" class=\"node\"><title>conv_19</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-6262 38,-6262 38,-6204 132,-6204 132,-6262\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-6236.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-6221.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_19&#45;&gt;leaky_relu_18 -->\n",
       "<g id=\"edge73\" class=\"edge\"><title>conv_19&#45;&gt;leaky_relu_18</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-6193.74C85,-6185.2 85,-6176.3 85,-6168.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-6203.9 80.5001,-6193.9 85,-6198.9 85.0001,-6193.9 85.0001,-6193.9 85.0001,-6193.9 85,-6198.9 89.5001,-6193.9 85,-6203.9 85,-6203.9\"/>\n",
       "</g>\n",
       "<!-- bn_19 -->\n",
       "<g id=\"node68\" class=\"node\"><title>bn_19</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-6356 38,-6356 38,-6298 132,-6298 132,-6356\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-6323.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_19</text>\n",
       "</g>\n",
       "<!-- bn_19&#45;&gt;conv_19 -->\n",
       "<g id=\"edge74\" class=\"edge\"><title>bn_19&#45;&gt;conv_19</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-6287.74C85,-6279.2 85,-6270.3 85,-6262.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-6297.9 80.5001,-6287.9 85,-6292.9 85.0001,-6287.9 85.0001,-6287.9 85.0001,-6287.9 85,-6292.9 89.5001,-6287.9 85,-6297.9 85,-6297.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_19 -->\n",
       "<g id=\"node69\" class=\"node\"><title>leaky_relu_19</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-6450 38,-6450 38,-6392 132,-6392 132,-6450\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-6424.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-6409.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_19&#45;&gt;bn_19 -->\n",
       "<g id=\"edge75\" class=\"edge\"><title>leaky_relu_19&#45;&gt;bn_19</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-6381.74C85,-6373.2 85,-6364.3 85,-6356.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-6391.9 80.5001,-6381.9 85,-6386.9 85.0001,-6381.9 85.0001,-6381.9 85.0001,-6381.9 85,-6386.9 89.5001,-6381.9 85,-6391.9 85,-6391.9\"/>\n",
       "</g>\n",
       "<!-- _plus7 -->\n",
       "<g id=\"node70\" class=\"node\"><title>_plus7</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-6544 -7.10543e-15,-6544 -7.10543e-15,-6486 94,-6486 94,-6544\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-6511.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus7</text>\n",
       "</g>\n",
       "<!-- _plus7&#45;&gt;_plus6 -->\n",
       "<g id=\"edge77\" class=\"edge\"><title>_plus7&#45;&gt;_plus6</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-6476.06C24.1178,-6438.78 10,-6380.06 10,-6328 10,-6328 10,-6328 10,-6044 10,-5987.04 26.8972,-5922.12 37.8539,-5886.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-6485.98 30.6973,-6477.68 36.4328,-6481.19 35.0117,-6476.4 35.0117,-6476.4 35.0117,-6476.4 36.4328,-6481.19 39.3261,-6475.12 37.8539,-6485.98 37.8539,-6485.98\"/>\n",
       "</g>\n",
       "<!-- _plus7&#45;&gt;leaky_relu_19 -->\n",
       "<g id=\"edge76\" class=\"edge\"><title>_plus7&#45;&gt;leaky_relu_19</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-6476.59C66.0857,-6467.79 69.8978,-6458.56 73.3324,-6450.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-6485.9 58.2662,-6474.94 60.5166,-6481.28 62.4254,-6476.65 62.4254,-6476.65 62.4254,-6476.65 60.5166,-6481.28 66.5846,-6478.37 58.6077,-6485.9 58.6077,-6485.9\"/>\n",
       "</g>\n",
       "<!-- conv_20 -->\n",
       "<g id=\"node71\" class=\"node\"><title>conv_20</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-6638 38,-6638 38,-6580 132,-6580 132,-6638\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-6612.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-6597.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_20&#45;&gt;_plus7 -->\n",
       "<g id=\"edge78\" class=\"edge\"><title>conv_20&#45;&gt;_plus7</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-6570.59C65.9143,-6561.79 62.1022,-6552.56 58.6676,-6544.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-6579.9 65.4154,-6572.37 71.4834,-6575.28 69.5746,-6570.65 69.5746,-6570.65 69.5746,-6570.65 71.4834,-6575.28 73.7338,-6568.94 73.3923,-6579.9 73.3923,-6579.9\"/>\n",
       "</g>\n",
       "<!-- bn_20 -->\n",
       "<g id=\"node72\" class=\"node\"><title>bn_20</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-6732 38,-6732 38,-6674 132,-6674 132,-6732\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-6699.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_20</text>\n",
       "</g>\n",
       "<!-- bn_20&#45;&gt;conv_20 -->\n",
       "<g id=\"edge79\" class=\"edge\"><title>bn_20&#45;&gt;conv_20</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-6663.74C85,-6655.2 85,-6646.3 85,-6638.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-6673.9 80.5001,-6663.9 85,-6668.9 85.0001,-6663.9 85.0001,-6663.9 85.0001,-6663.9 85,-6668.9 89.5001,-6663.9 85,-6673.9 85,-6673.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_20 -->\n",
       "<g id=\"node73\" class=\"node\"><title>leaky_relu_20</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-6826 38,-6826 38,-6768 132,-6768 132,-6826\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-6800.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-6785.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_20&#45;&gt;bn_20 -->\n",
       "<g id=\"edge80\" class=\"edge\"><title>leaky_relu_20&#45;&gt;bn_20</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-6757.74C85,-6749.2 85,-6740.3 85,-6732.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-6767.9 80.5001,-6757.9 85,-6762.9 85.0001,-6757.9 85.0001,-6757.9 85.0001,-6757.9 85,-6762.9 89.5001,-6757.9 85,-6767.9 85,-6767.9\"/>\n",
       "</g>\n",
       "<!-- conv_21 -->\n",
       "<g id=\"node74\" class=\"node\"><title>conv_21</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-6920 38,-6920 38,-6862 132,-6862 132,-6920\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-6894.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-6879.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_21&#45;&gt;leaky_relu_20 -->\n",
       "<g id=\"edge81\" class=\"edge\"><title>conv_21&#45;&gt;leaky_relu_20</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-6851.74C85,-6843.2 85,-6834.3 85,-6826.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-6861.9 80.5001,-6851.9 85,-6856.9 85.0001,-6851.9 85.0001,-6851.9 85.0001,-6851.9 85,-6856.9 89.5001,-6851.9 85,-6861.9 85,-6861.9\"/>\n",
       "</g>\n",
       "<!-- bn_21 -->\n",
       "<g id=\"node75\" class=\"node\"><title>bn_21</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-7014 38,-7014 38,-6956 132,-6956 132,-7014\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-6981.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_21</text>\n",
       "</g>\n",
       "<!-- bn_21&#45;&gt;conv_21 -->\n",
       "<g id=\"edge82\" class=\"edge\"><title>bn_21&#45;&gt;conv_21</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-6945.74C85,-6937.2 85,-6928.3 85,-6920.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-6955.9 80.5001,-6945.9 85,-6950.9 85.0001,-6945.9 85.0001,-6945.9 85.0001,-6945.9 85,-6950.9 89.5001,-6945.9 85,-6955.9 85,-6955.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_21 -->\n",
       "<g id=\"node76\" class=\"node\"><title>leaky_relu_21</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-7108 38,-7108 38,-7050 132,-7050 132,-7108\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-7082.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-7067.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_21&#45;&gt;bn_21 -->\n",
       "<g id=\"edge83\" class=\"edge\"><title>leaky_relu_21&#45;&gt;bn_21</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-7039.74C85,-7031.2 85,-7022.3 85,-7014.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-7049.9 80.5001,-7039.9 85,-7044.9 85.0001,-7039.9 85.0001,-7039.9 85.0001,-7039.9 85,-7044.9 89.5001,-7039.9 85,-7049.9 85,-7049.9\"/>\n",
       "</g>\n",
       "<!-- _plus8 -->\n",
       "<g id=\"node77\" class=\"node\"><title>_plus8</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-7202 -7.10543e-15,-7202 -7.10543e-15,-7144 94,-7144 94,-7202\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-7169.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus8</text>\n",
       "</g>\n",
       "<!-- _plus8&#45;&gt;_plus7 -->\n",
       "<g id=\"edge85\" class=\"edge\"><title>_plus8&#45;&gt;_plus7</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-7134.06C24.1178,-7096.78 10,-7038.06 10,-6986 10,-6986 10,-6986 10,-6702 10,-6645.04 26.8972,-6580.12 37.8539,-6544.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-7143.98 30.6973,-7135.68 36.4328,-7139.19 35.0117,-7134.4 35.0117,-7134.4 35.0117,-7134.4 36.4328,-7139.19 39.3261,-7133.12 37.8539,-7143.98 37.8539,-7143.98\"/>\n",
       "</g>\n",
       "<!-- _plus8&#45;&gt;leaky_relu_21 -->\n",
       "<g id=\"edge84\" class=\"edge\"><title>_plus8&#45;&gt;leaky_relu_21</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-7134.59C66.0857,-7125.79 69.8978,-7116.56 73.3324,-7108.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-7143.9 58.2662,-7132.94 60.5166,-7139.28 62.4254,-7134.65 62.4254,-7134.65 62.4254,-7134.65 60.5166,-7139.28 66.5846,-7136.37 58.6077,-7143.9 58.6077,-7143.9\"/>\n",
       "</g>\n",
       "<!-- conv_22 -->\n",
       "<g id=\"node78\" class=\"node\"><title>conv_22</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-7296 38,-7296 38,-7238 132,-7238 132,-7296\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-7270.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-7255.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_22&#45;&gt;_plus8 -->\n",
       "<g id=\"edge86\" class=\"edge\"><title>conv_22&#45;&gt;_plus8</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-7228.59C65.9143,-7219.79 62.1022,-7210.56 58.6676,-7202.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-7237.9 65.4154,-7230.37 71.4834,-7233.28 69.5746,-7228.65 69.5746,-7228.65 69.5746,-7228.65 71.4834,-7233.28 73.7338,-7226.94 73.3923,-7237.9 73.3923,-7237.9\"/>\n",
       "</g>\n",
       "<!-- bn_22 -->\n",
       "<g id=\"node79\" class=\"node\"><title>bn_22</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-7390 38,-7390 38,-7332 132,-7332 132,-7390\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-7357.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_22</text>\n",
       "</g>\n",
       "<!-- bn_22&#45;&gt;conv_22 -->\n",
       "<g id=\"edge87\" class=\"edge\"><title>bn_22&#45;&gt;conv_22</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-7321.74C85,-7313.2 85,-7304.3 85,-7296.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-7331.9 80.5001,-7321.9 85,-7326.9 85.0001,-7321.9 85.0001,-7321.9 85.0001,-7321.9 85,-7326.9 89.5001,-7321.9 85,-7331.9 85,-7331.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_22 -->\n",
       "<g id=\"node80\" class=\"node\"><title>leaky_relu_22</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-7484 38,-7484 38,-7426 132,-7426 132,-7484\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-7458.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-7443.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_22&#45;&gt;bn_22 -->\n",
       "<g id=\"edge88\" class=\"edge\"><title>leaky_relu_22&#45;&gt;bn_22</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-7415.74C85,-7407.2 85,-7398.3 85,-7390.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-7425.9 80.5001,-7415.9 85,-7420.9 85.0001,-7415.9 85.0001,-7415.9 85.0001,-7415.9 85,-7420.9 89.5001,-7415.9 85,-7425.9 85,-7425.9\"/>\n",
       "</g>\n",
       "<!-- conv_23 -->\n",
       "<g id=\"node81\" class=\"node\"><title>conv_23</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-7578 38,-7578 38,-7520 132,-7520 132,-7578\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-7552.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-7537.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_23&#45;&gt;leaky_relu_22 -->\n",
       "<g id=\"edge89\" class=\"edge\"><title>conv_23&#45;&gt;leaky_relu_22</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-7509.74C85,-7501.2 85,-7492.3 85,-7484.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-7519.9 80.5001,-7509.9 85,-7514.9 85.0001,-7509.9 85.0001,-7509.9 85.0001,-7509.9 85,-7514.9 89.5001,-7509.9 85,-7519.9 85,-7519.9\"/>\n",
       "</g>\n",
       "<!-- bn_23 -->\n",
       "<g id=\"node82\" class=\"node\"><title>bn_23</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-7672 38,-7672 38,-7614 132,-7614 132,-7672\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-7639.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_23</text>\n",
       "</g>\n",
       "<!-- bn_23&#45;&gt;conv_23 -->\n",
       "<g id=\"edge90\" class=\"edge\"><title>bn_23&#45;&gt;conv_23</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-7603.74C85,-7595.2 85,-7586.3 85,-7578.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-7613.9 80.5001,-7603.9 85,-7608.9 85.0001,-7603.9 85.0001,-7603.9 85.0001,-7603.9 85,-7608.9 89.5001,-7603.9 85,-7613.9 85,-7613.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_23 -->\n",
       "<g id=\"node83\" class=\"node\"><title>leaky_relu_23</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-7766 38,-7766 38,-7708 132,-7708 132,-7766\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-7740.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-7725.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_23&#45;&gt;bn_23 -->\n",
       "<g id=\"edge91\" class=\"edge\"><title>leaky_relu_23&#45;&gt;bn_23</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-7697.74C85,-7689.2 85,-7680.3 85,-7672.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-7707.9 80.5001,-7697.9 85,-7702.9 85.0001,-7697.9 85.0001,-7697.9 85.0001,-7697.9 85,-7702.9 89.5001,-7697.9 85,-7707.9 85,-7707.9\"/>\n",
       "</g>\n",
       "<!-- _plus9 -->\n",
       "<g id=\"node84\" class=\"node\"><title>_plus9</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-7860 -7.10543e-15,-7860 -7.10543e-15,-7802 94,-7802 94,-7860\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-7827.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus9</text>\n",
       "</g>\n",
       "<!-- _plus9&#45;&gt;_plus8 -->\n",
       "<g id=\"edge93\" class=\"edge\"><title>_plus9&#45;&gt;_plus8</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-7792.06C24.1178,-7754.78 10,-7696.06 10,-7644 10,-7644 10,-7644 10,-7360 10,-7303.04 26.8972,-7238.12 37.8539,-7202.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-7801.98 30.6973,-7793.68 36.4328,-7797.19 35.0117,-7792.4 35.0117,-7792.4 35.0117,-7792.4 36.4328,-7797.19 39.3261,-7791.12 37.8539,-7801.98 37.8539,-7801.98\"/>\n",
       "</g>\n",
       "<!-- _plus9&#45;&gt;leaky_relu_23 -->\n",
       "<g id=\"edge92\" class=\"edge\"><title>_plus9&#45;&gt;leaky_relu_23</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-7792.59C66.0857,-7783.79 69.8978,-7774.56 73.3324,-7766.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-7801.9 58.2662,-7790.94 60.5166,-7797.28 62.4254,-7792.65 62.4254,-7792.65 62.4254,-7792.65 60.5166,-7797.28 66.5846,-7794.37 58.6077,-7801.9 58.6077,-7801.9\"/>\n",
       "</g>\n",
       "<!-- conv_24 -->\n",
       "<g id=\"node85\" class=\"node\"><title>conv_24</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-7954 38,-7954 38,-7896 132,-7896 132,-7954\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-7928.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-7913.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_24&#45;&gt;_plus9 -->\n",
       "<g id=\"edge94\" class=\"edge\"><title>conv_24&#45;&gt;_plus9</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-7886.59C65.9143,-7877.79 62.1022,-7868.56 58.6676,-7860.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-7895.9 65.4154,-7888.37 71.4834,-7891.28 69.5746,-7886.65 69.5746,-7886.65 69.5746,-7886.65 71.4834,-7891.28 73.7338,-7884.94 73.3923,-7895.9 73.3923,-7895.9\"/>\n",
       "</g>\n",
       "<!-- bn_24 -->\n",
       "<g id=\"node86\" class=\"node\"><title>bn_24</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-8048 38,-8048 38,-7990 132,-7990 132,-8048\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-8015.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_24</text>\n",
       "</g>\n",
       "<!-- bn_24&#45;&gt;conv_24 -->\n",
       "<g id=\"edge95\" class=\"edge\"><title>bn_24&#45;&gt;conv_24</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-7979.74C85,-7971.2 85,-7962.3 85,-7954.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-7989.9 80.5001,-7979.9 85,-7984.9 85.0001,-7979.9 85.0001,-7979.9 85.0001,-7979.9 85,-7984.9 89.5001,-7979.9 85,-7989.9 85,-7989.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_24 -->\n",
       "<g id=\"node87\" class=\"node\"><title>leaky_relu_24</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-8142 38,-8142 38,-8084 132,-8084 132,-8142\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-8116.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-8101.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_24&#45;&gt;bn_24 -->\n",
       "<g id=\"edge96\" class=\"edge\"><title>leaky_relu_24&#45;&gt;bn_24</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-8073.74C85,-8065.2 85,-8056.3 85,-8048.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-8083.9 80.5001,-8073.9 85,-8078.9 85.0001,-8073.9 85.0001,-8073.9 85.0001,-8073.9 85,-8078.9 89.5001,-8073.9 85,-8083.9 85,-8083.9\"/>\n",
       "</g>\n",
       "<!-- conv_25 -->\n",
       "<g id=\"node88\" class=\"node\"><title>conv_25</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-8236 38,-8236 38,-8178 132,-8178 132,-8236\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-8210.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-8195.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_25&#45;&gt;leaky_relu_24 -->\n",
       "<g id=\"edge97\" class=\"edge\"><title>conv_25&#45;&gt;leaky_relu_24</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-8167.74C85,-8159.2 85,-8150.3 85,-8142.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-8177.9 80.5001,-8167.9 85,-8172.9 85.0001,-8167.9 85.0001,-8167.9 85.0001,-8167.9 85,-8172.9 89.5001,-8167.9 85,-8177.9 85,-8177.9\"/>\n",
       "</g>\n",
       "<!-- bn_25 -->\n",
       "<g id=\"node89\" class=\"node\"><title>bn_25</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-8330 38,-8330 38,-8272 132,-8272 132,-8330\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-8297.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_25</text>\n",
       "</g>\n",
       "<!-- bn_25&#45;&gt;conv_25 -->\n",
       "<g id=\"edge98\" class=\"edge\"><title>bn_25&#45;&gt;conv_25</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-8261.74C85,-8253.2 85,-8244.3 85,-8236.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-8271.9 80.5001,-8261.9 85,-8266.9 85.0001,-8261.9 85.0001,-8261.9 85.0001,-8261.9 85,-8266.9 89.5001,-8261.9 85,-8271.9 85,-8271.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_25 -->\n",
       "<g id=\"node90\" class=\"node\"><title>leaky_relu_25</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-8424 38,-8424 38,-8366 132,-8366 132,-8424\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-8398.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-8383.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_25&#45;&gt;bn_25 -->\n",
       "<g id=\"edge99\" class=\"edge\"><title>leaky_relu_25&#45;&gt;bn_25</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-8355.74C85,-8347.2 85,-8338.3 85,-8330.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-8365.9 80.5001,-8355.9 85,-8360.9 85.0001,-8355.9 85.0001,-8355.9 85.0001,-8355.9 85,-8360.9 89.5001,-8355.9 85,-8365.9 85,-8365.9\"/>\n",
       "</g>\n",
       "<!-- _plus10 -->\n",
       "<g id=\"node91\" class=\"node\"><title>_plus10</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-8518 -7.10543e-15,-8518 -7.10543e-15,-8460 94,-8460 94,-8518\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-8485.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus10</text>\n",
       "</g>\n",
       "<!-- _plus10&#45;&gt;_plus9 -->\n",
       "<g id=\"edge101\" class=\"edge\"><title>_plus10&#45;&gt;_plus9</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-8450.06C24.1178,-8412.78 10,-8354.06 10,-8302 10,-8302 10,-8302 10,-8018 10,-7961.04 26.8972,-7896.12 37.8539,-7860.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-8459.98 30.6973,-8451.68 36.4328,-8455.19 35.0117,-8450.4 35.0117,-8450.4 35.0117,-8450.4 36.4328,-8455.19 39.3261,-8449.12 37.8539,-8459.98 37.8539,-8459.98\"/>\n",
       "</g>\n",
       "<!-- _plus10&#45;&gt;leaky_relu_25 -->\n",
       "<g id=\"edge100\" class=\"edge\"><title>_plus10&#45;&gt;leaky_relu_25</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-8450.59C66.0857,-8441.79 69.8978,-8432.56 73.3324,-8424.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-8459.9 58.2662,-8448.94 60.5166,-8455.28 62.4254,-8450.65 62.4254,-8450.65 62.4254,-8450.65 60.5166,-8455.28 66.5846,-8452.37 58.6077,-8459.9 58.6077,-8459.9\"/>\n",
       "</g>\n",
       "<!-- conv_26 -->\n",
       "<g id=\"node92\" class=\"node\"><title>conv_26</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"94,-8612 -7.10543e-15,-8612 -7.10543e-15,-8554 94,-8554 94,-8612\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-8586.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-8571.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/2x2, 512</text>\n",
       "</g>\n",
       "<!-- conv_26&#45;&gt;_plus10 -->\n",
       "<g id=\"edge102\" class=\"edge\"><title>conv_26&#45;&gt;_plus10</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-8543.74C47,-8535.2 47,-8526.3 47,-8518.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-8553.9 42.5001,-8543.9 47,-8548.9 47.0001,-8543.9 47.0001,-8543.9 47.0001,-8543.9 47,-8548.9 51.5001,-8543.9 47,-8553.9 47,-8553.9\"/>\n",
       "</g>\n",
       "<!-- bn_26 -->\n",
       "<g id=\"node93\" class=\"node\"><title>bn_26</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"94,-8706 -7.10543e-15,-8706 -7.10543e-15,-8648 94,-8648 94,-8706\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-8673.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_26</text>\n",
       "</g>\n",
       "<!-- bn_26&#45;&gt;conv_26 -->\n",
       "<g id=\"edge103\" class=\"edge\"><title>bn_26&#45;&gt;conv_26</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-8637.74C47,-8629.2 47,-8620.3 47,-8612.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-8647.9 42.5001,-8637.9 47,-8642.9 47.0001,-8637.9 47.0001,-8637.9 47.0001,-8637.9 47,-8642.9 51.5001,-8637.9 47,-8647.9 47,-8647.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_26 -->\n",
       "<g id=\"node94\" class=\"node\"><title>leaky_relu_26</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"94,-8800 -7.10543e-15,-8800 -7.10543e-15,-8742 94,-8742 94,-8800\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-8774.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-8759.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_26&#45;&gt;bn_26 -->\n",
       "<g id=\"edge104\" class=\"edge\"><title>leaky_relu_26&#45;&gt;bn_26</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-8731.74C47,-8723.2 47,-8714.3 47,-8706.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-8741.9 42.5001,-8731.9 47,-8736.9 47.0001,-8731.9 47.0001,-8731.9 47.0001,-8731.9 47,-8736.9 51.5001,-8731.9 47,-8741.9 47,-8741.9\"/>\n",
       "</g>\n",
       "<!-- conv_27 -->\n",
       "<g id=\"node95\" class=\"node\"><title>conv_27</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-8894 38,-8894 38,-8836 132,-8836 132,-8894\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-8868.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-8853.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_27&#45;&gt;leaky_relu_26 -->\n",
       "<g id=\"edge105\" class=\"edge\"><title>conv_27&#45;&gt;leaky_relu_26</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-8826.59C65.9143,-8817.79 62.1022,-8808.56 58.6676,-8800.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-8835.9 65.4154,-8828.37 71.4834,-8831.28 69.5746,-8826.65 69.5746,-8826.65 69.5746,-8826.65 71.4834,-8831.28 73.7338,-8824.94 73.3923,-8835.9 73.3923,-8835.9\"/>\n",
       "</g>\n",
       "<!-- bn_27 -->\n",
       "<g id=\"node96\" class=\"node\"><title>bn_27</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-8988 38,-8988 38,-8930 132,-8930 132,-8988\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-8955.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_27</text>\n",
       "</g>\n",
       "<!-- bn_27&#45;&gt;conv_27 -->\n",
       "<g id=\"edge106\" class=\"edge\"><title>bn_27&#45;&gt;conv_27</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-8919.74C85,-8911.2 85,-8902.3 85,-8894.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-8929.9 80.5001,-8919.9 85,-8924.9 85.0001,-8919.9 85.0001,-8919.9 85.0001,-8919.9 85,-8924.9 89.5001,-8919.9 85,-8929.9 85,-8929.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_27 -->\n",
       "<g id=\"node97\" class=\"node\"><title>leaky_relu_27</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-9082 38,-9082 38,-9024 132,-9024 132,-9082\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-9056.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-9041.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_27&#45;&gt;bn_27 -->\n",
       "<g id=\"edge107\" class=\"edge\"><title>leaky_relu_27&#45;&gt;bn_27</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-9013.74C85,-9005.2 85,-8996.3 85,-8988.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-9023.9 80.5001,-9013.9 85,-9018.9 85.0001,-9013.9 85.0001,-9013.9 85.0001,-9013.9 85,-9018.9 89.5001,-9013.9 85,-9023.9 85,-9023.9\"/>\n",
       "</g>\n",
       "<!-- conv_28 -->\n",
       "<g id=\"node98\" class=\"node\"><title>conv_28</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-9176 38,-9176 38,-9118 132,-9118 132,-9176\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-9150.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-9135.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_28&#45;&gt;leaky_relu_27 -->\n",
       "<g id=\"edge108\" class=\"edge\"><title>conv_28&#45;&gt;leaky_relu_27</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-9107.74C85,-9099.2 85,-9090.3 85,-9082.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-9117.9 80.5001,-9107.9 85,-9112.9 85.0001,-9107.9 85.0001,-9107.9 85.0001,-9107.9 85,-9112.9 89.5001,-9107.9 85,-9117.9 85,-9117.9\"/>\n",
       "</g>\n",
       "<!-- bn_28 -->\n",
       "<g id=\"node99\" class=\"node\"><title>bn_28</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-9270 38,-9270 38,-9212 132,-9212 132,-9270\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-9237.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_28</text>\n",
       "</g>\n",
       "<!-- bn_28&#45;&gt;conv_28 -->\n",
       "<g id=\"edge109\" class=\"edge\"><title>bn_28&#45;&gt;conv_28</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-9201.74C85,-9193.2 85,-9184.3 85,-9176.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-9211.9 80.5001,-9201.9 85,-9206.9 85.0001,-9201.9 85.0001,-9201.9 85.0001,-9201.9 85,-9206.9 89.5001,-9201.9 85,-9211.9 85,-9211.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_28 -->\n",
       "<g id=\"node100\" class=\"node\"><title>leaky_relu_28</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-9364 38,-9364 38,-9306 132,-9306 132,-9364\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-9338.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-9323.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_28&#45;&gt;bn_28 -->\n",
       "<g id=\"edge110\" class=\"edge\"><title>leaky_relu_28&#45;&gt;bn_28</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-9295.74C85,-9287.2 85,-9278.3 85,-9270.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-9305.9 80.5001,-9295.9 85,-9300.9 85.0001,-9295.9 85.0001,-9295.9 85.0001,-9295.9 85,-9300.9 89.5001,-9295.9 85,-9305.9 85,-9305.9\"/>\n",
       "</g>\n",
       "<!-- _plus11 -->\n",
       "<g id=\"node101\" class=\"node\"><title>_plus11</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-9458 -7.10543e-15,-9458 -7.10543e-15,-9400 94,-9400 94,-9458\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-9425.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus11</text>\n",
       "</g>\n",
       "<!-- _plus11&#45;&gt;leaky_relu_26 -->\n",
       "<g id=\"edge112\" class=\"edge\"><title>_plus11&#45;&gt;leaky_relu_26</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-9390.06C24.1178,-9352.78 10,-9294.06 10,-9242 10,-9242 10,-9242 10,-8958 10,-8901.04 26.8972,-8836.12 37.8539,-8800.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-9399.98 30.6973,-9391.68 36.4328,-9395.19 35.0117,-9390.4 35.0117,-9390.4 35.0117,-9390.4 36.4328,-9395.19 39.3261,-9389.12 37.8539,-9399.98 37.8539,-9399.98\"/>\n",
       "</g>\n",
       "<!-- _plus11&#45;&gt;leaky_relu_28 -->\n",
       "<g id=\"edge111\" class=\"edge\"><title>_plus11&#45;&gt;leaky_relu_28</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-9390.59C66.0857,-9381.79 69.8978,-9372.56 73.3324,-9364.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-9399.9 58.2662,-9388.94 60.5166,-9395.28 62.4254,-9390.65 62.4254,-9390.65 62.4254,-9390.65 60.5166,-9395.28 66.5846,-9392.37 58.6077,-9399.9 58.6077,-9399.9\"/>\n",
       "</g>\n",
       "<!-- conv_29 -->\n",
       "<g id=\"node102\" class=\"node\"><title>conv_29</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-9552 38,-9552 38,-9494 132,-9494 132,-9552\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-9526.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-9511.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_29&#45;&gt;_plus11 -->\n",
       "<g id=\"edge113\" class=\"edge\"><title>conv_29&#45;&gt;_plus11</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-9484.59C65.9143,-9475.79 62.1022,-9466.56 58.6676,-9458.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-9493.9 65.4154,-9486.37 71.4834,-9489.28 69.5746,-9484.65 69.5746,-9484.65 69.5746,-9484.65 71.4834,-9489.28 73.7338,-9482.94 73.3923,-9493.9 73.3923,-9493.9\"/>\n",
       "</g>\n",
       "<!-- bn_29 -->\n",
       "<g id=\"node103\" class=\"node\"><title>bn_29</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-9646 38,-9646 38,-9588 132,-9588 132,-9646\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-9613.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_29</text>\n",
       "</g>\n",
       "<!-- bn_29&#45;&gt;conv_29 -->\n",
       "<g id=\"edge114\" class=\"edge\"><title>bn_29&#45;&gt;conv_29</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-9577.74C85,-9569.2 85,-9560.3 85,-9552.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-9587.9 80.5001,-9577.9 85,-9582.9 85.0001,-9577.9 85.0001,-9577.9 85.0001,-9577.9 85,-9582.9 89.5001,-9577.9 85,-9587.9 85,-9587.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_29 -->\n",
       "<g id=\"node104\" class=\"node\"><title>leaky_relu_29</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-9740 38,-9740 38,-9682 132,-9682 132,-9740\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-9714.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-9699.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_29&#45;&gt;bn_29 -->\n",
       "<g id=\"edge115\" class=\"edge\"><title>leaky_relu_29&#45;&gt;bn_29</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-9671.74C85,-9663.2 85,-9654.3 85,-9646.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-9681.9 80.5001,-9671.9 85,-9676.9 85.0001,-9671.9 85.0001,-9671.9 85.0001,-9671.9 85,-9676.9 89.5001,-9671.9 85,-9681.9 85,-9681.9\"/>\n",
       "</g>\n",
       "<!-- conv_30 -->\n",
       "<g id=\"node105\" class=\"node\"><title>conv_30</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-9834 38,-9834 38,-9776 132,-9776 132,-9834\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-9808.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-9793.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_30&#45;&gt;leaky_relu_29 -->\n",
       "<g id=\"edge116\" class=\"edge\"><title>conv_30&#45;&gt;leaky_relu_29</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-9765.74C85,-9757.2 85,-9748.3 85,-9740.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-9775.9 80.5001,-9765.9 85,-9770.9 85.0001,-9765.9 85.0001,-9765.9 85.0001,-9765.9 85,-9770.9 89.5001,-9765.9 85,-9775.9 85,-9775.9\"/>\n",
       "</g>\n",
       "<!-- bn_30 -->\n",
       "<g id=\"node106\" class=\"node\"><title>bn_30</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-9928 38,-9928 38,-9870 132,-9870 132,-9928\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-9895.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_30</text>\n",
       "</g>\n",
       "<!-- bn_30&#45;&gt;conv_30 -->\n",
       "<g id=\"edge117\" class=\"edge\"><title>bn_30&#45;&gt;conv_30</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-9859.74C85,-9851.2 85,-9842.3 85,-9834.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-9869.9 80.5001,-9859.9 85,-9864.9 85.0001,-9859.9 85.0001,-9859.9 85.0001,-9859.9 85,-9864.9 89.5001,-9859.9 85,-9869.9 85,-9869.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_30 -->\n",
       "<g id=\"node107\" class=\"node\"><title>leaky_relu_30</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-10022 38,-10022 38,-9964 132,-9964 132,-10022\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-9996.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-9981.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_30&#45;&gt;bn_30 -->\n",
       "<g id=\"edge118\" class=\"edge\"><title>leaky_relu_30&#45;&gt;bn_30</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-9953.74C85,-9945.2 85,-9936.3 85,-9928.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-9963.9 80.5001,-9953.9 85,-9958.9 85.0001,-9953.9 85.0001,-9953.9 85.0001,-9953.9 85,-9958.9 89.5001,-9953.9 85,-9963.9 85,-9963.9\"/>\n",
       "</g>\n",
       "<!-- _plus12 -->\n",
       "<g id=\"node108\" class=\"node\"><title>_plus12</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-10116 -7.10543e-15,-10116 -7.10543e-15,-10058 94,-10058 94,-10116\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-10083.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus12</text>\n",
       "</g>\n",
       "<!-- _plus12&#45;&gt;_plus11 -->\n",
       "<g id=\"edge120\" class=\"edge\"><title>_plus12&#45;&gt;_plus11</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-10048.1C24.1178,-10010.8 10,-9952.06 10,-9900 10,-9900 10,-9900 10,-9616 10,-9559.04 26.8972,-9494.12 37.8539,-9458.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-10058 30.6973,-10049.7 36.4328,-10053.2 35.0117,-10048.4 35.0117,-10048.4 35.0117,-10048.4 36.4328,-10053.2 39.3261,-10047.1 37.8539,-10058 37.8539,-10058\"/>\n",
       "</g>\n",
       "<!-- _plus12&#45;&gt;leaky_relu_30 -->\n",
       "<g id=\"edge119\" class=\"edge\"><title>_plus12&#45;&gt;leaky_relu_30</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-10048.6C66.0857,-10039.8 69.8978,-10030.6 73.3324,-10022.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-10057.9 58.2662,-10046.9 60.5166,-10053.3 62.4254,-10048.7 62.4254,-10048.7 62.4254,-10048.7 60.5166,-10053.3 66.5846,-10050.4 58.6077,-10057.9 58.6077,-10057.9\"/>\n",
       "</g>\n",
       "<!-- conv_31 -->\n",
       "<g id=\"node109\" class=\"node\"><title>conv_31</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-10210 38,-10210 38,-10152 132,-10152 132,-10210\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-10184.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-10169.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_31&#45;&gt;_plus12 -->\n",
       "<g id=\"edge121\" class=\"edge\"><title>conv_31&#45;&gt;_plus12</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-10142.6C65.9143,-10133.8 62.1022,-10124.6 58.6676,-10116.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-10151.9 65.4154,-10144.4 71.4834,-10147.3 69.5746,-10142.7 69.5746,-10142.7 69.5746,-10142.7 71.4834,-10147.3 73.7338,-10140.9 73.3923,-10151.9 73.3923,-10151.9\"/>\n",
       "</g>\n",
       "<!-- bn_31 -->\n",
       "<g id=\"node110\" class=\"node\"><title>bn_31</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-10304 38,-10304 38,-10246 132,-10246 132,-10304\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-10271.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_31</text>\n",
       "</g>\n",
       "<!-- bn_31&#45;&gt;conv_31 -->\n",
       "<g id=\"edge122\" class=\"edge\"><title>bn_31&#45;&gt;conv_31</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-10235.7C85,-10227.2 85,-10218.3 85,-10210.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-10245.9 80.5001,-10235.9 85,-10240.9 85.0001,-10235.9 85.0001,-10235.9 85.0001,-10235.9 85,-10240.9 89.5001,-10235.9 85,-10245.9 85,-10245.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_31 -->\n",
       "<g id=\"node111\" class=\"node\"><title>leaky_relu_31</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-10398 38,-10398 38,-10340 132,-10340 132,-10398\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-10372.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-10357.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_31&#45;&gt;bn_31 -->\n",
       "<g id=\"edge123\" class=\"edge\"><title>leaky_relu_31&#45;&gt;bn_31</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-10329.7C85,-10321.2 85,-10312.3 85,-10304.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-10339.9 80.5001,-10329.9 85,-10334.9 85.0001,-10329.9 85.0001,-10329.9 85.0001,-10329.9 85,-10334.9 89.5001,-10329.9 85,-10339.9 85,-10339.9\"/>\n",
       "</g>\n",
       "<!-- conv_32 -->\n",
       "<g id=\"node112\" class=\"node\"><title>conv_32</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-10492 38,-10492 38,-10434 132,-10434 132,-10492\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-10466.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-10451.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_32&#45;&gt;leaky_relu_31 -->\n",
       "<g id=\"edge124\" class=\"edge\"><title>conv_32&#45;&gt;leaky_relu_31</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-10423.7C85,-10415.2 85,-10406.3 85,-10398.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-10433.9 80.5001,-10423.9 85,-10428.9 85.0001,-10423.9 85.0001,-10423.9 85.0001,-10423.9 85,-10428.9 89.5001,-10423.9 85,-10433.9 85,-10433.9\"/>\n",
       "</g>\n",
       "<!-- bn_32 -->\n",
       "<g id=\"node113\" class=\"node\"><title>bn_32</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-10586 38,-10586 38,-10528 132,-10528 132,-10586\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-10553.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_32</text>\n",
       "</g>\n",
       "<!-- bn_32&#45;&gt;conv_32 -->\n",
       "<g id=\"edge125\" class=\"edge\"><title>bn_32&#45;&gt;conv_32</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-10517.7C85,-10509.2 85,-10500.3 85,-10492.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-10527.9 80.5001,-10517.9 85,-10522.9 85.0001,-10517.9 85.0001,-10517.9 85.0001,-10517.9 85,-10522.9 89.5001,-10517.9 85,-10527.9 85,-10527.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_32 -->\n",
       "<g id=\"node114\" class=\"node\"><title>leaky_relu_32</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-10680 38,-10680 38,-10622 132,-10622 132,-10680\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-10654.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-10639.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_32&#45;&gt;bn_32 -->\n",
       "<g id=\"edge126\" class=\"edge\"><title>leaky_relu_32&#45;&gt;bn_32</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-10611.7C85,-10603.2 85,-10594.3 85,-10586.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-10621.9 80.5001,-10611.9 85,-10616.9 85.0001,-10611.9 85.0001,-10611.9 85.0001,-10611.9 85,-10616.9 89.5001,-10611.9 85,-10621.9 85,-10621.9\"/>\n",
       "</g>\n",
       "<!-- _plus13 -->\n",
       "<g id=\"node115\" class=\"node\"><title>_plus13</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-10774 -7.10543e-15,-10774 -7.10543e-15,-10716 94,-10716 94,-10774\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-10741.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus13</text>\n",
       "</g>\n",
       "<!-- _plus13&#45;&gt;_plus12 -->\n",
       "<g id=\"edge128\" class=\"edge\"><title>_plus13&#45;&gt;_plus12</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-10706.1C24.1178,-10668.8 10,-10610.1 10,-10558 10,-10558 10,-10558 10,-10274 10,-10217 26.8972,-10152.1 37.8539,-10116\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-10716 30.6973,-10707.7 36.4328,-10711.2 35.0117,-10706.4 35.0117,-10706.4 35.0117,-10706.4 36.4328,-10711.2 39.3261,-10705.1 37.8539,-10716 37.8539,-10716\"/>\n",
       "</g>\n",
       "<!-- _plus13&#45;&gt;leaky_relu_32 -->\n",
       "<g id=\"edge127\" class=\"edge\"><title>_plus13&#45;&gt;leaky_relu_32</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-10706.6C66.0857,-10697.8 69.8978,-10688.6 73.3324,-10680.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-10715.9 58.2662,-10704.9 60.5166,-10711.3 62.4254,-10706.7 62.4254,-10706.7 62.4254,-10706.7 60.5166,-10711.3 66.5846,-10708.4 58.6077,-10715.9 58.6077,-10715.9\"/>\n",
       "</g>\n",
       "<!-- conv_33 -->\n",
       "<g id=\"node116\" class=\"node\"><title>conv_33</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-10868 38,-10868 38,-10810 132,-10810 132,-10868\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-10842.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-10827.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_33&#45;&gt;_plus13 -->\n",
       "<g id=\"edge129\" class=\"edge\"><title>conv_33&#45;&gt;_plus13</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-10800.6C65.9143,-10791.8 62.1022,-10782.6 58.6676,-10774.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-10809.9 65.4154,-10802.4 71.4834,-10805.3 69.5746,-10800.7 69.5746,-10800.7 69.5746,-10800.7 71.4834,-10805.3 73.7338,-10798.9 73.3923,-10809.9 73.3923,-10809.9\"/>\n",
       "</g>\n",
       "<!-- bn_33 -->\n",
       "<g id=\"node117\" class=\"node\"><title>bn_33</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-10962 38,-10962 38,-10904 132,-10904 132,-10962\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-10929.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_33</text>\n",
       "</g>\n",
       "<!-- bn_33&#45;&gt;conv_33 -->\n",
       "<g id=\"edge130\" class=\"edge\"><title>bn_33&#45;&gt;conv_33</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-10893.7C85,-10885.2 85,-10876.3 85,-10868.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-10903.9 80.5001,-10893.9 85,-10898.9 85.0001,-10893.9 85.0001,-10893.9 85.0001,-10893.9 85,-10898.9 89.5001,-10893.9 85,-10903.9 85,-10903.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_33 -->\n",
       "<g id=\"node118\" class=\"node\"><title>leaky_relu_33</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-11056 38,-11056 38,-10998 132,-10998 132,-11056\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-11030.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-11015.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_33&#45;&gt;bn_33 -->\n",
       "<g id=\"edge131\" class=\"edge\"><title>leaky_relu_33&#45;&gt;bn_33</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-10987.7C85,-10979.2 85,-10970.3 85,-10962.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-10997.9 80.5001,-10987.9 85,-10992.9 85.0001,-10987.9 85.0001,-10987.9 85.0001,-10987.9 85,-10992.9 89.5001,-10987.9 85,-10997.9 85,-10997.9\"/>\n",
       "</g>\n",
       "<!-- conv_34 -->\n",
       "<g id=\"node119\" class=\"node\"><title>conv_34</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-11150 38,-11150 38,-11092 132,-11092 132,-11150\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-11124.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-11109.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_34&#45;&gt;leaky_relu_33 -->\n",
       "<g id=\"edge132\" class=\"edge\"><title>conv_34&#45;&gt;leaky_relu_33</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-11081.7C85,-11073.2 85,-11064.3 85,-11056.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-11091.9 80.5001,-11081.9 85,-11086.9 85.0001,-11081.9 85.0001,-11081.9 85.0001,-11081.9 85,-11086.9 89.5001,-11081.9 85,-11091.9 85,-11091.9\"/>\n",
       "</g>\n",
       "<!-- bn_34 -->\n",
       "<g id=\"node120\" class=\"node\"><title>bn_34</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-11244 38,-11244 38,-11186 132,-11186 132,-11244\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-11211.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_34</text>\n",
       "</g>\n",
       "<!-- bn_34&#45;&gt;conv_34 -->\n",
       "<g id=\"edge133\" class=\"edge\"><title>bn_34&#45;&gt;conv_34</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-11175.7C85,-11167.2 85,-11158.3 85,-11150.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-11185.9 80.5001,-11175.9 85,-11180.9 85.0001,-11175.9 85.0001,-11175.9 85.0001,-11175.9 85,-11180.9 89.5001,-11175.9 85,-11185.9 85,-11185.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_34 -->\n",
       "<g id=\"node121\" class=\"node\"><title>leaky_relu_34</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-11338 38,-11338 38,-11280 132,-11280 132,-11338\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-11312.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-11297.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_34&#45;&gt;bn_34 -->\n",
       "<g id=\"edge134\" class=\"edge\"><title>leaky_relu_34&#45;&gt;bn_34</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-11269.7C85,-11261.2 85,-11252.3 85,-11244.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-11279.9 80.5001,-11269.9 85,-11274.9 85.0001,-11269.9 85.0001,-11269.9 85.0001,-11269.9 85,-11274.9 89.5001,-11269.9 85,-11279.9 85,-11279.9\"/>\n",
       "</g>\n",
       "<!-- _plus14 -->\n",
       "<g id=\"node122\" class=\"node\"><title>_plus14</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-11432 -7.10543e-15,-11432 -7.10543e-15,-11374 94,-11374 94,-11432\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-11399.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus14</text>\n",
       "</g>\n",
       "<!-- _plus14&#45;&gt;_plus13 -->\n",
       "<g id=\"edge136\" class=\"edge\"><title>_plus14&#45;&gt;_plus13</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-11364.1C24.1178,-11326.8 10,-11268.1 10,-11216 10,-11216 10,-11216 10,-10932 10,-10875 26.8972,-10810.1 37.8539,-10774\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-11374 30.6973,-11365.7 36.4328,-11369.2 35.0117,-11364.4 35.0117,-11364.4 35.0117,-11364.4 36.4328,-11369.2 39.3261,-11363.1 37.8539,-11374 37.8539,-11374\"/>\n",
       "</g>\n",
       "<!-- _plus14&#45;&gt;leaky_relu_34 -->\n",
       "<g id=\"edge135\" class=\"edge\"><title>_plus14&#45;&gt;leaky_relu_34</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-11364.6C66.0857,-11355.8 69.8978,-11346.6 73.3324,-11338.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-11373.9 58.2662,-11362.9 60.5166,-11369.3 62.4254,-11364.7 62.4254,-11364.7 62.4254,-11364.7 60.5166,-11369.3 66.5846,-11366.4 58.6077,-11373.9 58.6077,-11373.9\"/>\n",
       "</g>\n",
       "<!-- conv_35 -->\n",
       "<g id=\"node123\" class=\"node\"><title>conv_35</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-11526 38,-11526 38,-11468 132,-11468 132,-11526\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-11500.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-11485.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_35&#45;&gt;_plus14 -->\n",
       "<g id=\"edge137\" class=\"edge\"><title>conv_35&#45;&gt;_plus14</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-11458.6C65.9143,-11449.8 62.1022,-11440.6 58.6676,-11432.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-11467.9 65.4154,-11460.4 71.4834,-11463.3 69.5746,-11458.7 69.5746,-11458.7 69.5746,-11458.7 71.4834,-11463.3 73.7338,-11456.9 73.3923,-11467.9 73.3923,-11467.9\"/>\n",
       "</g>\n",
       "<!-- bn_35 -->\n",
       "<g id=\"node124\" class=\"node\"><title>bn_35</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-11620 38,-11620 38,-11562 132,-11562 132,-11620\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-11587.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_35</text>\n",
       "</g>\n",
       "<!-- bn_35&#45;&gt;conv_35 -->\n",
       "<g id=\"edge138\" class=\"edge\"><title>bn_35&#45;&gt;conv_35</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-11551.7C85,-11543.2 85,-11534.3 85,-11526.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-11561.9 80.5001,-11551.9 85,-11556.9 85.0001,-11551.9 85.0001,-11551.9 85.0001,-11551.9 85,-11556.9 89.5001,-11551.9 85,-11561.9 85,-11561.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_35 -->\n",
       "<g id=\"node125\" class=\"node\"><title>leaky_relu_35</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-11714 38,-11714 38,-11656 132,-11656 132,-11714\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-11688.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-11673.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_35&#45;&gt;bn_35 -->\n",
       "<g id=\"edge139\" class=\"edge\"><title>leaky_relu_35&#45;&gt;bn_35</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-11645.7C85,-11637.2 85,-11628.3 85,-11620.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-11655.9 80.5001,-11645.9 85,-11650.9 85.0001,-11645.9 85.0001,-11645.9 85.0001,-11645.9 85,-11650.9 89.5001,-11645.9 85,-11655.9 85,-11655.9\"/>\n",
       "</g>\n",
       "<!-- conv_36 -->\n",
       "<g id=\"node126\" class=\"node\"><title>conv_36</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-11808 38,-11808 38,-11750 132,-11750 132,-11808\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-11782.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-11767.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_36&#45;&gt;leaky_relu_35 -->\n",
       "<g id=\"edge140\" class=\"edge\"><title>conv_36&#45;&gt;leaky_relu_35</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-11739.7C85,-11731.2 85,-11722.3 85,-11714.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-11749.9 80.5001,-11739.9 85,-11744.9 85.0001,-11739.9 85.0001,-11739.9 85.0001,-11739.9 85,-11744.9 89.5001,-11739.9 85,-11749.9 85,-11749.9\"/>\n",
       "</g>\n",
       "<!-- bn_36 -->\n",
       "<g id=\"node127\" class=\"node\"><title>bn_36</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-11902 38,-11902 38,-11844 132,-11844 132,-11902\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-11869.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_36</text>\n",
       "</g>\n",
       "<!-- bn_36&#45;&gt;conv_36 -->\n",
       "<g id=\"edge141\" class=\"edge\"><title>bn_36&#45;&gt;conv_36</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-11833.7C85,-11825.2 85,-11816.3 85,-11808.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-11843.9 80.5001,-11833.9 85,-11838.9 85.0001,-11833.9 85.0001,-11833.9 85.0001,-11833.9 85,-11838.9 89.5001,-11833.9 85,-11843.9 85,-11843.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_36 -->\n",
       "<g id=\"node128\" class=\"node\"><title>leaky_relu_36</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-11996 38,-11996 38,-11938 132,-11938 132,-11996\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-11970.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-11955.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_36&#45;&gt;bn_36 -->\n",
       "<g id=\"edge142\" class=\"edge\"><title>leaky_relu_36&#45;&gt;bn_36</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-11927.7C85,-11919.2 85,-11910.3 85,-11902.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-11937.9 80.5001,-11927.9 85,-11932.9 85.0001,-11927.9 85.0001,-11927.9 85.0001,-11927.9 85,-11932.9 89.5001,-11927.9 85,-11937.9 85,-11937.9\"/>\n",
       "</g>\n",
       "<!-- _plus15 -->\n",
       "<g id=\"node129\" class=\"node\"><title>_plus15</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-12090 -7.10543e-15,-12090 -7.10543e-15,-12032 94,-12032 94,-12090\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-12057.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus15</text>\n",
       "</g>\n",
       "<!-- _plus15&#45;&gt;_plus14 -->\n",
       "<g id=\"edge144\" class=\"edge\"><title>_plus15&#45;&gt;_plus14</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-12022.1C24.1178,-11984.8 10,-11926.1 10,-11874 10,-11874 10,-11874 10,-11590 10,-11533 26.8972,-11468.1 37.8539,-11432\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-12032 30.6973,-12023.7 36.4328,-12027.2 35.0117,-12022.4 35.0117,-12022.4 35.0117,-12022.4 36.4328,-12027.2 39.3261,-12021.1 37.8539,-12032 37.8539,-12032\"/>\n",
       "</g>\n",
       "<!-- _plus15&#45;&gt;leaky_relu_36 -->\n",
       "<g id=\"edge143\" class=\"edge\"><title>_plus15&#45;&gt;leaky_relu_36</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-12022.6C66.0857,-12013.8 69.8978,-12004.6 73.3324,-11996.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-12031.9 58.2662,-12020.9 60.5166,-12027.3 62.4254,-12022.7 62.4254,-12022.7 62.4254,-12022.7 60.5166,-12027.3 66.5846,-12024.4 58.6077,-12031.9 58.6077,-12031.9\"/>\n",
       "</g>\n",
       "<!-- conv_37 -->\n",
       "<g id=\"node130\" class=\"node\"><title>conv_37</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-12184 38,-12184 38,-12126 132,-12126 132,-12184\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-12158.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-12143.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_37&#45;&gt;_plus15 -->\n",
       "<g id=\"edge145\" class=\"edge\"><title>conv_37&#45;&gt;_plus15</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-12116.6C65.9143,-12107.8 62.1022,-12098.6 58.6676,-12090.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-12125.9 65.4154,-12118.4 71.4834,-12121.3 69.5746,-12116.7 69.5746,-12116.7 69.5746,-12116.7 71.4834,-12121.3 73.7338,-12114.9 73.3923,-12125.9 73.3923,-12125.9\"/>\n",
       "</g>\n",
       "<!-- bn_37 -->\n",
       "<g id=\"node131\" class=\"node\"><title>bn_37</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-12278 38,-12278 38,-12220 132,-12220 132,-12278\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-12245.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_37</text>\n",
       "</g>\n",
       "<!-- bn_37&#45;&gt;conv_37 -->\n",
       "<g id=\"edge146\" class=\"edge\"><title>bn_37&#45;&gt;conv_37</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-12209.7C85,-12201.2 85,-12192.3 85,-12184.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-12219.9 80.5001,-12209.9 85,-12214.9 85.0001,-12209.9 85.0001,-12209.9 85.0001,-12209.9 85,-12214.9 89.5001,-12209.9 85,-12219.9 85,-12219.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_37 -->\n",
       "<g id=\"node132\" class=\"node\"><title>leaky_relu_37</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-12372 38,-12372 38,-12314 132,-12314 132,-12372\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-12346.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-12331.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_37&#45;&gt;bn_37 -->\n",
       "<g id=\"edge147\" class=\"edge\"><title>leaky_relu_37&#45;&gt;bn_37</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-12303.7C85,-12295.2 85,-12286.3 85,-12278.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-12313.9 80.5001,-12303.9 85,-12308.9 85.0001,-12303.9 85.0001,-12303.9 85.0001,-12303.9 85,-12308.9 89.5001,-12303.9 85,-12313.9 85,-12313.9\"/>\n",
       "</g>\n",
       "<!-- conv_38 -->\n",
       "<g id=\"node133\" class=\"node\"><title>conv_38</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-12466 38,-12466 38,-12408 132,-12408 132,-12466\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-12440.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-12425.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_38&#45;&gt;leaky_relu_37 -->\n",
       "<g id=\"edge148\" class=\"edge\"><title>conv_38&#45;&gt;leaky_relu_37</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-12397.7C85,-12389.2 85,-12380.3 85,-12372.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-12407.9 80.5001,-12397.9 85,-12402.9 85.0001,-12397.9 85.0001,-12397.9 85.0001,-12397.9 85,-12402.9 89.5001,-12397.9 85,-12407.9 85,-12407.9\"/>\n",
       "</g>\n",
       "<!-- bn_38 -->\n",
       "<g id=\"node134\" class=\"node\"><title>bn_38</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-12560 38,-12560 38,-12502 132,-12502 132,-12560\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-12527.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_38</text>\n",
       "</g>\n",
       "<!-- bn_38&#45;&gt;conv_38 -->\n",
       "<g id=\"edge149\" class=\"edge\"><title>bn_38&#45;&gt;conv_38</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-12491.7C85,-12483.2 85,-12474.3 85,-12466.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-12501.9 80.5001,-12491.9 85,-12496.9 85.0001,-12491.9 85.0001,-12491.9 85.0001,-12491.9 85,-12496.9 89.5001,-12491.9 85,-12501.9 85,-12501.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_38 -->\n",
       "<g id=\"node135\" class=\"node\"><title>leaky_relu_38</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-12654 38,-12654 38,-12596 132,-12596 132,-12654\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-12628.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-12613.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_38&#45;&gt;bn_38 -->\n",
       "<g id=\"edge150\" class=\"edge\"><title>leaky_relu_38&#45;&gt;bn_38</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-12585.7C85,-12577.2 85,-12568.3 85,-12560.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-12595.9 80.5001,-12585.9 85,-12590.9 85.0001,-12585.9 85.0001,-12585.9 85.0001,-12585.9 85,-12590.9 89.5001,-12585.9 85,-12595.9 85,-12595.9\"/>\n",
       "</g>\n",
       "<!-- _plus16 -->\n",
       "<g id=\"node136\" class=\"node\"><title>_plus16</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-12748 -7.10543e-15,-12748 -7.10543e-15,-12690 94,-12690 94,-12748\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-12715.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus16</text>\n",
       "</g>\n",
       "<!-- _plus16&#45;&gt;_plus15 -->\n",
       "<g id=\"edge152\" class=\"edge\"><title>_plus16&#45;&gt;_plus15</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-12680.1C24.1178,-12642.8 10,-12584.1 10,-12532 10,-12532 10,-12532 10,-12248 10,-12191 26.8972,-12126.1 37.8539,-12090\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-12690 30.6973,-12681.7 36.4328,-12685.2 35.0117,-12680.4 35.0117,-12680.4 35.0117,-12680.4 36.4328,-12685.2 39.3261,-12679.1 37.8539,-12690 37.8539,-12690\"/>\n",
       "</g>\n",
       "<!-- _plus16&#45;&gt;leaky_relu_38 -->\n",
       "<g id=\"edge151\" class=\"edge\"><title>_plus16&#45;&gt;leaky_relu_38</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-12680.6C66.0857,-12671.8 69.8978,-12662.6 73.3324,-12654.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-12689.9 58.2662,-12678.9 60.5166,-12685.3 62.4254,-12680.7 62.4254,-12680.7 62.4254,-12680.7 60.5166,-12685.3 66.5846,-12682.4 58.6077,-12689.9 58.6077,-12689.9\"/>\n",
       "</g>\n",
       "<!-- conv_39 -->\n",
       "<g id=\"node137\" class=\"node\"><title>conv_39</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-12842 38,-12842 38,-12784 132,-12784 132,-12842\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-12816.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-12801.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_39&#45;&gt;_plus16 -->\n",
       "<g id=\"edge153\" class=\"edge\"><title>conv_39&#45;&gt;_plus16</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-12774.6C65.9143,-12765.8 62.1022,-12756.6 58.6676,-12748.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-12783.9 65.4154,-12776.4 71.4834,-12779.3 69.5746,-12774.7 69.5746,-12774.7 69.5746,-12774.7 71.4834,-12779.3 73.7338,-12772.9 73.3923,-12783.9 73.3923,-12783.9\"/>\n",
       "</g>\n",
       "<!-- bn_39 -->\n",
       "<g id=\"node138\" class=\"node\"><title>bn_39</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-12936 38,-12936 38,-12878 132,-12878 132,-12936\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-12903.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_39</text>\n",
       "</g>\n",
       "<!-- bn_39&#45;&gt;conv_39 -->\n",
       "<g id=\"edge154\" class=\"edge\"><title>bn_39&#45;&gt;conv_39</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-12867.7C85,-12859.2 85,-12850.3 85,-12842.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-12877.9 80.5001,-12867.9 85,-12872.9 85.0001,-12867.9 85.0001,-12867.9 85.0001,-12867.9 85,-12872.9 89.5001,-12867.9 85,-12877.9 85,-12877.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_39 -->\n",
       "<g id=\"node139\" class=\"node\"><title>leaky_relu_39</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-13030 38,-13030 38,-12972 132,-12972 132,-13030\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-13004.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-12989.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_39&#45;&gt;bn_39 -->\n",
       "<g id=\"edge155\" class=\"edge\"><title>leaky_relu_39&#45;&gt;bn_39</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-12961.7C85,-12953.2 85,-12944.3 85,-12936.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-12971.9 80.5001,-12961.9 85,-12966.9 85.0001,-12961.9 85.0001,-12961.9 85.0001,-12961.9 85,-12966.9 89.5001,-12961.9 85,-12971.9 85,-12971.9\"/>\n",
       "</g>\n",
       "<!-- conv_40 -->\n",
       "<g id=\"node140\" class=\"node\"><title>conv_40</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-13124 38,-13124 38,-13066 132,-13066 132,-13124\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-13098.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-13083.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_40&#45;&gt;leaky_relu_39 -->\n",
       "<g id=\"edge156\" class=\"edge\"><title>conv_40&#45;&gt;leaky_relu_39</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-13055.7C85,-13047.2 85,-13038.3 85,-13030.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-13065.9 80.5001,-13055.9 85,-13060.9 85.0001,-13055.9 85.0001,-13055.9 85.0001,-13055.9 85,-13060.9 89.5001,-13055.9 85,-13065.9 85,-13065.9\"/>\n",
       "</g>\n",
       "<!-- bn_40 -->\n",
       "<g id=\"node141\" class=\"node\"><title>bn_40</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-13218 38,-13218 38,-13160 132,-13160 132,-13218\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-13185.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_40</text>\n",
       "</g>\n",
       "<!-- bn_40&#45;&gt;conv_40 -->\n",
       "<g id=\"edge157\" class=\"edge\"><title>bn_40&#45;&gt;conv_40</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-13149.7C85,-13141.2 85,-13132.3 85,-13124.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-13159.9 80.5001,-13149.9 85,-13154.9 85.0001,-13149.9 85.0001,-13149.9 85.0001,-13149.9 85,-13154.9 89.5001,-13149.9 85,-13159.9 85,-13159.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_40 -->\n",
       "<g id=\"node142\" class=\"node\"><title>leaky_relu_40</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-13312 38,-13312 38,-13254 132,-13254 132,-13312\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-13286.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-13271.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_40&#45;&gt;bn_40 -->\n",
       "<g id=\"edge158\" class=\"edge\"><title>leaky_relu_40&#45;&gt;bn_40</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-13243.7C85,-13235.2 85,-13226.3 85,-13218.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-13253.9 80.5001,-13243.9 85,-13248.9 85.0001,-13243.9 85.0001,-13243.9 85.0001,-13243.9 85,-13248.9 89.5001,-13243.9 85,-13253.9 85,-13253.9\"/>\n",
       "</g>\n",
       "<!-- _plus17 -->\n",
       "<g id=\"node143\" class=\"node\"><title>_plus17</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-13406 -7.10543e-15,-13406 -7.10543e-15,-13348 94,-13348 94,-13406\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-13373.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus17</text>\n",
       "</g>\n",
       "<!-- _plus17&#45;&gt;_plus16 -->\n",
       "<g id=\"edge160\" class=\"edge\"><title>_plus17&#45;&gt;_plus16</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-13338.1C24.1178,-13300.8 10,-13242.1 10,-13190 10,-13190 10,-13190 10,-12906 10,-12849 26.8972,-12784.1 37.8539,-12748\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-13348 30.6973,-13339.7 36.4328,-13343.2 35.0117,-13338.4 35.0117,-13338.4 35.0117,-13338.4 36.4328,-13343.2 39.3261,-13337.1 37.8539,-13348 37.8539,-13348\"/>\n",
       "</g>\n",
       "<!-- _plus17&#45;&gt;leaky_relu_40 -->\n",
       "<g id=\"edge159\" class=\"edge\"><title>_plus17&#45;&gt;leaky_relu_40</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-13338.6C66.0857,-13329.8 69.8978,-13320.6 73.3324,-13312.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-13347.9 58.2662,-13336.9 60.5166,-13343.3 62.4254,-13338.7 62.4254,-13338.7 62.4254,-13338.7 60.5166,-13343.3 66.5846,-13340.4 58.6077,-13347.9 58.6077,-13347.9\"/>\n",
       "</g>\n",
       "<!-- conv_41 -->\n",
       "<g id=\"node144\" class=\"node\"><title>conv_41</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-13500 38,-13500 38,-13442 132,-13442 132,-13500\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-13474.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-13459.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_41&#45;&gt;_plus17 -->\n",
       "<g id=\"edge161\" class=\"edge\"><title>conv_41&#45;&gt;_plus17</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-13432.6C65.9143,-13423.8 62.1022,-13414.6 58.6676,-13406.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-13441.9 65.4154,-13434.4 71.4834,-13437.3 69.5746,-13432.7 69.5746,-13432.7 69.5746,-13432.7 71.4834,-13437.3 73.7338,-13430.9 73.3923,-13441.9 73.3923,-13441.9\"/>\n",
       "</g>\n",
       "<!-- bn_41 -->\n",
       "<g id=\"node145\" class=\"node\"><title>bn_41</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-13594 38,-13594 38,-13536 132,-13536 132,-13594\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-13561.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_41</text>\n",
       "</g>\n",
       "<!-- bn_41&#45;&gt;conv_41 -->\n",
       "<g id=\"edge162\" class=\"edge\"><title>bn_41&#45;&gt;conv_41</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-13525.7C85,-13517.2 85,-13508.3 85,-13500.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-13535.9 80.5001,-13525.9 85,-13530.9 85.0001,-13525.9 85.0001,-13525.9 85.0001,-13525.9 85,-13530.9 89.5001,-13525.9 85,-13535.9 85,-13535.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_41 -->\n",
       "<g id=\"node146\" class=\"node\"><title>leaky_relu_41</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-13688 38,-13688 38,-13630 132,-13630 132,-13688\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-13662.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-13647.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_41&#45;&gt;bn_41 -->\n",
       "<g id=\"edge163\" class=\"edge\"><title>leaky_relu_41&#45;&gt;bn_41</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-13619.7C85,-13611.2 85,-13602.3 85,-13594.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-13629.9 80.5001,-13619.9 85,-13624.9 85.0001,-13619.9 85.0001,-13619.9 85.0001,-13619.9 85,-13624.9 89.5001,-13619.9 85,-13629.9 85,-13629.9\"/>\n",
       "</g>\n",
       "<!-- conv_42 -->\n",
       "<g id=\"node147\" class=\"node\"><title>conv_42</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-13782 38,-13782 38,-13724 132,-13724 132,-13782\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-13756.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-13741.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_42&#45;&gt;leaky_relu_41 -->\n",
       "<g id=\"edge164\" class=\"edge\"><title>conv_42&#45;&gt;leaky_relu_41</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-13713.7C85,-13705.2 85,-13696.3 85,-13688.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-13723.9 80.5001,-13713.9 85,-13718.9 85.0001,-13713.9 85.0001,-13713.9 85.0001,-13713.9 85,-13718.9 89.5001,-13713.9 85,-13723.9 85,-13723.9\"/>\n",
       "</g>\n",
       "<!-- bn_42 -->\n",
       "<g id=\"node148\" class=\"node\"><title>bn_42</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-13876 38,-13876 38,-13818 132,-13818 132,-13876\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-13843.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_42</text>\n",
       "</g>\n",
       "<!-- bn_42&#45;&gt;conv_42 -->\n",
       "<g id=\"edge165\" class=\"edge\"><title>bn_42&#45;&gt;conv_42</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-13807.7C85,-13799.2 85,-13790.3 85,-13782.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-13817.9 80.5001,-13807.9 85,-13812.9 85.0001,-13807.9 85.0001,-13807.9 85.0001,-13807.9 85,-13812.9 89.5001,-13807.9 85,-13817.9 85,-13817.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_42 -->\n",
       "<g id=\"node149\" class=\"node\"><title>leaky_relu_42</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-13970 38,-13970 38,-13912 132,-13912 132,-13970\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-13944.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-13929.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_42&#45;&gt;bn_42 -->\n",
       "<g id=\"edge166\" class=\"edge\"><title>leaky_relu_42&#45;&gt;bn_42</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-13901.7C85,-13893.2 85,-13884.3 85,-13876.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-13911.9 80.5001,-13901.9 85,-13906.9 85.0001,-13901.9 85.0001,-13901.9 85.0001,-13901.9 85,-13906.9 89.5001,-13901.9 85,-13911.9 85,-13911.9\"/>\n",
       "</g>\n",
       "<!-- _plus18 -->\n",
       "<g id=\"node150\" class=\"node\"><title>_plus18</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-14064 -7.10543e-15,-14064 -7.10543e-15,-14006 94,-14006 94,-14064\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-14031.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus18</text>\n",
       "</g>\n",
       "<!-- _plus18&#45;&gt;_plus17 -->\n",
       "<g id=\"edge168\" class=\"edge\"><title>_plus18&#45;&gt;_plus17</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-13996.1C24.1178,-13958.8 10,-13900.1 10,-13848 10,-13848 10,-13848 10,-13564 10,-13507 26.8972,-13442.1 37.8539,-13406\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-14006 30.6973,-13997.7 36.4328,-14001.2 35.0117,-13996.4 35.0117,-13996.4 35.0117,-13996.4 36.4328,-14001.2 39.3261,-13995.1 37.8539,-14006 37.8539,-14006\"/>\n",
       "</g>\n",
       "<!-- _plus18&#45;&gt;leaky_relu_42 -->\n",
       "<g id=\"edge167\" class=\"edge\"><title>_plus18&#45;&gt;leaky_relu_42</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-13996.6C66.0857,-13987.8 69.8978,-13978.6 73.3324,-13970.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-14005.9 58.2662,-13994.9 60.5166,-14001.3 62.4254,-13996.7 62.4254,-13996.7 62.4254,-13996.7 60.5166,-14001.3 66.5846,-13998.4 58.6077,-14005.9 58.6077,-14005.9\"/>\n",
       "</g>\n",
       "<!-- conv_43 -->\n",
       "<g id=\"node151\" class=\"node\"><title>conv_43</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"94,-14158 -7.10543e-15,-14158 -7.10543e-15,-14100 94,-14100 94,-14158\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-14132.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-14117.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/2x2, 1024</text>\n",
       "</g>\n",
       "<!-- conv_43&#45;&gt;_plus18 -->\n",
       "<g id=\"edge169\" class=\"edge\"><title>conv_43&#45;&gt;_plus18</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-14089.7C47,-14081.2 47,-14072.3 47,-14064.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-14099.9 42.5001,-14089.9 47,-14094.9 47.0001,-14089.9 47.0001,-14089.9 47.0001,-14089.9 47,-14094.9 51.5001,-14089.9 47,-14099.9 47,-14099.9\"/>\n",
       "</g>\n",
       "<!-- bn_43 -->\n",
       "<g id=\"node152\" class=\"node\"><title>bn_43</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"94,-14252 -7.10543e-15,-14252 -7.10543e-15,-14194 94,-14194 94,-14252\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-14219.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_43</text>\n",
       "</g>\n",
       "<!-- bn_43&#45;&gt;conv_43 -->\n",
       "<g id=\"edge170\" class=\"edge\"><title>bn_43&#45;&gt;conv_43</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-14183.7C47,-14175.2 47,-14166.3 47,-14158.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-14193.9 42.5001,-14183.9 47,-14188.9 47.0001,-14183.9 47.0001,-14183.9 47.0001,-14183.9 47,-14188.9 51.5001,-14183.9 47,-14193.9 47,-14193.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_43 -->\n",
       "<g id=\"node153\" class=\"node\"><title>leaky_relu_43</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"94,-14346 -7.10543e-15,-14346 -7.10543e-15,-14288 94,-14288 94,-14346\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-14320.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-14305.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_43&#45;&gt;bn_43 -->\n",
       "<g id=\"edge171\" class=\"edge\"><title>leaky_relu_43&#45;&gt;bn_43</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-14277.7C47,-14269.2 47,-14260.3 47,-14252.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-14287.9 42.5001,-14277.9 47,-14282.9 47.0001,-14277.9 47.0001,-14277.9 47.0001,-14277.9 47,-14282.9 51.5001,-14277.9 47,-14287.9 47,-14287.9\"/>\n",
       "</g>\n",
       "<!-- conv_44 -->\n",
       "<g id=\"node154\" class=\"node\"><title>conv_44</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-14440 38,-14440 38,-14382 132,-14382 132,-14440\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-14414.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-14399.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_44&#45;&gt;leaky_relu_43 -->\n",
       "<g id=\"edge172\" class=\"edge\"><title>conv_44&#45;&gt;leaky_relu_43</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-14372.6C65.9143,-14363.8 62.1022,-14354.6 58.6676,-14346.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-14381.9 65.4154,-14374.4 71.4834,-14377.3 69.5746,-14372.7 69.5746,-14372.7 69.5746,-14372.7 71.4834,-14377.3 73.7338,-14370.9 73.3923,-14381.9 73.3923,-14381.9\"/>\n",
       "</g>\n",
       "<!-- bn_44 -->\n",
       "<g id=\"node155\" class=\"node\"><title>bn_44</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-14534 38,-14534 38,-14476 132,-14476 132,-14534\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-14501.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_44</text>\n",
       "</g>\n",
       "<!-- bn_44&#45;&gt;conv_44 -->\n",
       "<g id=\"edge173\" class=\"edge\"><title>bn_44&#45;&gt;conv_44</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-14465.7C85,-14457.2 85,-14448.3 85,-14440.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-14475.9 80.5001,-14465.9 85,-14470.9 85.0001,-14465.9 85.0001,-14465.9 85.0001,-14465.9 85,-14470.9 89.5001,-14465.9 85,-14475.9 85,-14475.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_44 -->\n",
       "<g id=\"node156\" class=\"node\"><title>leaky_relu_44</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-14628 38,-14628 38,-14570 132,-14570 132,-14628\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-14602.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-14587.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_44&#45;&gt;bn_44 -->\n",
       "<g id=\"edge174\" class=\"edge\"><title>leaky_relu_44&#45;&gt;bn_44</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-14559.7C85,-14551.2 85,-14542.3 85,-14534.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-14569.9 80.5001,-14559.9 85,-14564.9 85.0001,-14559.9 85.0001,-14559.9 85.0001,-14559.9 85,-14564.9 89.5001,-14559.9 85,-14569.9 85,-14569.9\"/>\n",
       "</g>\n",
       "<!-- conv_45 -->\n",
       "<g id=\"node157\" class=\"node\"><title>conv_45</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-14722 38,-14722 38,-14664 132,-14664 132,-14722\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-14696.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-14681.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 1024</text>\n",
       "</g>\n",
       "<!-- conv_45&#45;&gt;leaky_relu_44 -->\n",
       "<g id=\"edge175\" class=\"edge\"><title>conv_45&#45;&gt;leaky_relu_44</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-14653.7C85,-14645.2 85,-14636.3 85,-14628.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-14663.9 80.5001,-14653.9 85,-14658.9 85.0001,-14653.9 85.0001,-14653.9 85.0001,-14653.9 85,-14658.9 89.5001,-14653.9 85,-14663.9 85,-14663.9\"/>\n",
       "</g>\n",
       "<!-- bn_45 -->\n",
       "<g id=\"node158\" class=\"node\"><title>bn_45</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-14816 38,-14816 38,-14758 132,-14758 132,-14816\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-14783.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_45</text>\n",
       "</g>\n",
       "<!-- bn_45&#45;&gt;conv_45 -->\n",
       "<g id=\"edge176\" class=\"edge\"><title>bn_45&#45;&gt;conv_45</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-14747.7C85,-14739.2 85,-14730.3 85,-14722.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-14757.9 80.5001,-14747.9 85,-14752.9 85.0001,-14747.9 85.0001,-14747.9 85.0001,-14747.9 85,-14752.9 89.5001,-14747.9 85,-14757.9 85,-14757.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_45 -->\n",
       "<g id=\"node159\" class=\"node\"><title>leaky_relu_45</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-14910 38,-14910 38,-14852 132,-14852 132,-14910\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-14884.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-14869.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_45&#45;&gt;bn_45 -->\n",
       "<g id=\"edge177\" class=\"edge\"><title>leaky_relu_45&#45;&gt;bn_45</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-14841.7C85,-14833.2 85,-14824.3 85,-14816.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-14851.9 80.5001,-14841.9 85,-14846.9 85.0001,-14841.9 85.0001,-14841.9 85.0001,-14841.9 85,-14846.9 89.5001,-14841.9 85,-14851.9 85,-14851.9\"/>\n",
       "</g>\n",
       "<!-- _plus19 -->\n",
       "<g id=\"node160\" class=\"node\"><title>_plus19</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-15004 -7.10543e-15,-15004 -7.10543e-15,-14946 94,-14946 94,-15004\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-14971.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus19</text>\n",
       "</g>\n",
       "<!-- _plus19&#45;&gt;leaky_relu_43 -->\n",
       "<g id=\"edge179\" class=\"edge\"><title>_plus19&#45;&gt;leaky_relu_43</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-14936.1C24.1178,-14898.8 10,-14840.1 10,-14788 10,-14788 10,-14788 10,-14504 10,-14447 26.8972,-14382.1 37.8539,-14346\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-14946 30.6973,-14937.7 36.4328,-14941.2 35.0117,-14936.4 35.0117,-14936.4 35.0117,-14936.4 36.4328,-14941.2 39.3261,-14935.1 37.8539,-14946 37.8539,-14946\"/>\n",
       "</g>\n",
       "<!-- _plus19&#45;&gt;leaky_relu_45 -->\n",
       "<g id=\"edge178\" class=\"edge\"><title>_plus19&#45;&gt;leaky_relu_45</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-14936.6C66.0857,-14927.8 69.8978,-14918.6 73.3324,-14910.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-14945.9 58.2662,-14934.9 60.5166,-14941.3 62.4254,-14936.7 62.4254,-14936.7 62.4254,-14936.7 60.5166,-14941.3 66.5846,-14938.4 58.6077,-14945.9 58.6077,-14945.9\"/>\n",
       "</g>\n",
       "<!-- conv_46 -->\n",
       "<g id=\"node161\" class=\"node\"><title>conv_46</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-15098 38,-15098 38,-15040 132,-15040 132,-15098\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-15072.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-15057.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_46&#45;&gt;_plus19 -->\n",
       "<g id=\"edge180\" class=\"edge\"><title>conv_46&#45;&gt;_plus19</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-15030.6C65.9143,-15021.8 62.1022,-15012.6 58.6676,-15004.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-15039.9 65.4154,-15032.4 71.4834,-15035.3 69.5746,-15030.7 69.5746,-15030.7 69.5746,-15030.7 71.4834,-15035.3 73.7338,-15028.9 73.3923,-15039.9 73.3923,-15039.9\"/>\n",
       "</g>\n",
       "<!-- bn_46 -->\n",
       "<g id=\"node162\" class=\"node\"><title>bn_46</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-15192 38,-15192 38,-15134 132,-15134 132,-15192\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-15159.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_46</text>\n",
       "</g>\n",
       "<!-- bn_46&#45;&gt;conv_46 -->\n",
       "<g id=\"edge181\" class=\"edge\"><title>bn_46&#45;&gt;conv_46</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-15123.7C85,-15115.2 85,-15106.3 85,-15098.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-15133.9 80.5001,-15123.9 85,-15128.9 85.0001,-15123.9 85.0001,-15123.9 85.0001,-15123.9 85,-15128.9 89.5001,-15123.9 85,-15133.9 85,-15133.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_46 -->\n",
       "<g id=\"node163\" class=\"node\"><title>leaky_relu_46</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-15286 38,-15286 38,-15228 132,-15228 132,-15286\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-15260.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-15245.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_46&#45;&gt;bn_46 -->\n",
       "<g id=\"edge182\" class=\"edge\"><title>leaky_relu_46&#45;&gt;bn_46</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-15217.7C85,-15209.2 85,-15200.3 85,-15192.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-15227.9 80.5001,-15217.9 85,-15222.9 85.0001,-15217.9 85.0001,-15217.9 85.0001,-15217.9 85,-15222.9 89.5001,-15217.9 85,-15227.9 85,-15227.9\"/>\n",
       "</g>\n",
       "<!-- conv_47 -->\n",
       "<g id=\"node164\" class=\"node\"><title>conv_47</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-15380 38,-15380 38,-15322 132,-15322 132,-15380\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-15354.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-15339.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 1024</text>\n",
       "</g>\n",
       "<!-- conv_47&#45;&gt;leaky_relu_46 -->\n",
       "<g id=\"edge183\" class=\"edge\"><title>conv_47&#45;&gt;leaky_relu_46</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-15311.7C85,-15303.2 85,-15294.3 85,-15286.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-15321.9 80.5001,-15311.9 85,-15316.9 85.0001,-15311.9 85.0001,-15311.9 85.0001,-15311.9 85,-15316.9 89.5001,-15311.9 85,-15321.9 85,-15321.9\"/>\n",
       "</g>\n",
       "<!-- bn_47 -->\n",
       "<g id=\"node165\" class=\"node\"><title>bn_47</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-15474 38,-15474 38,-15416 132,-15416 132,-15474\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-15441.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_47</text>\n",
       "</g>\n",
       "<!-- bn_47&#45;&gt;conv_47 -->\n",
       "<g id=\"edge184\" class=\"edge\"><title>bn_47&#45;&gt;conv_47</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-15405.7C85,-15397.2 85,-15388.3 85,-15380.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-15415.9 80.5001,-15405.9 85,-15410.9 85.0001,-15405.9 85.0001,-15405.9 85.0001,-15405.9 85,-15410.9 89.5001,-15405.9 85,-15415.9 85,-15415.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_47 -->\n",
       "<g id=\"node166\" class=\"node\"><title>leaky_relu_47</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-15568 38,-15568 38,-15510 132,-15510 132,-15568\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-15542.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-15527.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_47&#45;&gt;bn_47 -->\n",
       "<g id=\"edge185\" class=\"edge\"><title>leaky_relu_47&#45;&gt;bn_47</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-15499.7C85,-15491.2 85,-15482.3 85,-15474.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-15509.9 80.5001,-15499.9 85,-15504.9 85.0001,-15499.9 85.0001,-15499.9 85.0001,-15499.9 85,-15504.9 89.5001,-15499.9 85,-15509.9 85,-15509.9\"/>\n",
       "</g>\n",
       "<!-- _plus20 -->\n",
       "<g id=\"node167\" class=\"node\"><title>_plus20</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-15662 -7.10543e-15,-15662 -7.10543e-15,-15604 94,-15604 94,-15662\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-15629.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus20</text>\n",
       "</g>\n",
       "<!-- _plus20&#45;&gt;_plus19 -->\n",
       "<g id=\"edge187\" class=\"edge\"><title>_plus20&#45;&gt;_plus19</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-15594.1C24.1178,-15556.8 10,-15498.1 10,-15446 10,-15446 10,-15446 10,-15162 10,-15105 26.8972,-15040.1 37.8539,-15004\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-15604 30.6973,-15595.7 36.4328,-15599.2 35.0117,-15594.4 35.0117,-15594.4 35.0117,-15594.4 36.4328,-15599.2 39.3261,-15593.1 37.8539,-15604 37.8539,-15604\"/>\n",
       "</g>\n",
       "<!-- _plus20&#45;&gt;leaky_relu_47 -->\n",
       "<g id=\"edge186\" class=\"edge\"><title>_plus20&#45;&gt;leaky_relu_47</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-15594.6C66.0857,-15585.8 69.8978,-15576.6 73.3324,-15568.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-15603.9 58.2662,-15592.9 60.5166,-15599.3 62.4254,-15594.7 62.4254,-15594.7 62.4254,-15594.7 60.5166,-15599.3 66.5846,-15596.4 58.6077,-15603.9 58.6077,-15603.9\"/>\n",
       "</g>\n",
       "<!-- conv_48 -->\n",
       "<g id=\"node168\" class=\"node\"><title>conv_48</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-15756 38,-15756 38,-15698 132,-15698 132,-15756\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-15730.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-15715.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_48&#45;&gt;_plus20 -->\n",
       "<g id=\"edge188\" class=\"edge\"><title>conv_48&#45;&gt;_plus20</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-15688.6C65.9143,-15679.8 62.1022,-15670.6 58.6676,-15662.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-15697.9 65.4154,-15690.4 71.4834,-15693.3 69.5746,-15688.7 69.5746,-15688.7 69.5746,-15688.7 71.4834,-15693.3 73.7338,-15686.9 73.3923,-15697.9 73.3923,-15697.9\"/>\n",
       "</g>\n",
       "<!-- bn_48 -->\n",
       "<g id=\"node169\" class=\"node\"><title>bn_48</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-15850 38,-15850 38,-15792 132,-15792 132,-15850\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-15817.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_48</text>\n",
       "</g>\n",
       "<!-- bn_48&#45;&gt;conv_48 -->\n",
       "<g id=\"edge189\" class=\"edge\"><title>bn_48&#45;&gt;conv_48</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-15781.7C85,-15773.2 85,-15764.3 85,-15756.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-15791.9 80.5001,-15781.9 85,-15786.9 85.0001,-15781.9 85.0001,-15781.9 85.0001,-15781.9 85,-15786.9 89.5001,-15781.9 85,-15791.9 85,-15791.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_48 -->\n",
       "<g id=\"node170\" class=\"node\"><title>leaky_relu_48</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-15944 38,-15944 38,-15886 132,-15886 132,-15944\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-15918.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-15903.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_48&#45;&gt;bn_48 -->\n",
       "<g id=\"edge190\" class=\"edge\"><title>leaky_relu_48&#45;&gt;bn_48</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-15875.7C85,-15867.2 85,-15858.3 85,-15850.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-15885.9 80.5001,-15875.9 85,-15880.9 85.0001,-15875.9 85.0001,-15875.9 85.0001,-15875.9 85,-15880.9 89.5001,-15875.9 85,-15885.9 85,-15885.9\"/>\n",
       "</g>\n",
       "<!-- conv_49 -->\n",
       "<g id=\"node171\" class=\"node\"><title>conv_49</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-16038 38,-16038 38,-15980 132,-15980 132,-16038\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-16012.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-15997.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 1024</text>\n",
       "</g>\n",
       "<!-- conv_49&#45;&gt;leaky_relu_48 -->\n",
       "<g id=\"edge191\" class=\"edge\"><title>conv_49&#45;&gt;leaky_relu_48</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-15969.7C85,-15961.2 85,-15952.3 85,-15944.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-15979.9 80.5001,-15969.9 85,-15974.9 85.0001,-15969.9 85.0001,-15969.9 85.0001,-15969.9 85,-15974.9 89.5001,-15969.9 85,-15979.9 85,-15979.9\"/>\n",
       "</g>\n",
       "<!-- bn_49 -->\n",
       "<g id=\"node172\" class=\"node\"><title>bn_49</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-16132 38,-16132 38,-16074 132,-16074 132,-16132\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-16099.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_49</text>\n",
       "</g>\n",
       "<!-- bn_49&#45;&gt;conv_49 -->\n",
       "<g id=\"edge192\" class=\"edge\"><title>bn_49&#45;&gt;conv_49</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-16063.7C85,-16055.2 85,-16046.3 85,-16038.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-16073.9 80.5001,-16063.9 85,-16068.9 85.0001,-16063.9 85.0001,-16063.9 85.0001,-16063.9 85,-16068.9 89.5001,-16063.9 85,-16073.9 85,-16073.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_49 -->\n",
       "<g id=\"node173\" class=\"node\"><title>leaky_relu_49</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-16226 38,-16226 38,-16168 132,-16168 132,-16226\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-16200.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-16185.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_49&#45;&gt;bn_49 -->\n",
       "<g id=\"edge193\" class=\"edge\"><title>leaky_relu_49&#45;&gt;bn_49</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-16157.7C85,-16149.2 85,-16140.3 85,-16132.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-16167.9 80.5001,-16157.9 85,-16162.9 85.0001,-16157.9 85.0001,-16157.9 85.0001,-16157.9 85,-16162.9 89.5001,-16157.9 85,-16167.9 85,-16167.9\"/>\n",
       "</g>\n",
       "<!-- _plus21 -->\n",
       "<g id=\"node174\" class=\"node\"><title>_plus21</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-16320 -7.10543e-15,-16320 -7.10543e-15,-16262 94,-16262 94,-16320\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-16287.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus21</text>\n",
       "</g>\n",
       "<!-- _plus21&#45;&gt;_plus20 -->\n",
       "<g id=\"edge195\" class=\"edge\"><title>_plus21&#45;&gt;_plus20</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-16252.1C24.1178,-16214.8 10,-16156.1 10,-16104 10,-16104 10,-16104 10,-15820 10,-15763 26.8972,-15698.1 37.8539,-15662\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-16262 30.6973,-16253.7 36.4328,-16257.2 35.0117,-16252.4 35.0117,-16252.4 35.0117,-16252.4 36.4328,-16257.2 39.3261,-16251.1 37.8539,-16262 37.8539,-16262\"/>\n",
       "</g>\n",
       "<!-- _plus21&#45;&gt;leaky_relu_49 -->\n",
       "<g id=\"edge194\" class=\"edge\"><title>_plus21&#45;&gt;leaky_relu_49</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-16252.6C66.0857,-16243.8 69.8978,-16234.6 73.3324,-16226.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-16261.9 58.2662,-16250.9 60.5166,-16257.3 62.4254,-16252.7 62.4254,-16252.7 62.4254,-16252.7 60.5166,-16257.3 66.5846,-16254.4 58.6077,-16261.9 58.6077,-16261.9\"/>\n",
       "</g>\n",
       "<!-- conv_50 -->\n",
       "<g id=\"node175\" class=\"node\"><title>conv_50</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-16414 38,-16414 38,-16356 132,-16356 132,-16414\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-16388.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-16373.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_50&#45;&gt;_plus21 -->\n",
       "<g id=\"edge196\" class=\"edge\"><title>conv_50&#45;&gt;_plus21</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M69.5471,-16346.6C65.9143,-16337.8 62.1022,-16328.6 58.6676,-16320.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"73.3923,-16355.9 65.4154,-16348.4 71.4834,-16351.3 69.5746,-16346.7 69.5746,-16346.7 69.5746,-16346.7 71.4834,-16351.3 73.7338,-16344.9 73.3923,-16355.9 73.3923,-16355.9\"/>\n",
       "</g>\n",
       "<!-- bn_50 -->\n",
       "<g id=\"node176\" class=\"node\"><title>bn_50</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-16508 38,-16508 38,-16450 132,-16450 132,-16508\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-16475.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_50</text>\n",
       "</g>\n",
       "<!-- bn_50&#45;&gt;conv_50 -->\n",
       "<g id=\"edge197\" class=\"edge\"><title>bn_50&#45;&gt;conv_50</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-16439.7C85,-16431.2 85,-16422.3 85,-16414.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-16449.9 80.5001,-16439.9 85,-16444.9 85.0001,-16439.9 85.0001,-16439.9 85.0001,-16439.9 85,-16444.9 89.5001,-16439.9 85,-16449.9 85,-16449.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_50 -->\n",
       "<g id=\"node177\" class=\"node\"><title>leaky_relu_50</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-16602 38,-16602 38,-16544 132,-16544 132,-16602\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-16576.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-16561.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_50&#45;&gt;bn_50 -->\n",
       "<g id=\"edge198\" class=\"edge\"><title>leaky_relu_50&#45;&gt;bn_50</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-16533.7C85,-16525.2 85,-16516.3 85,-16508.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-16543.9 80.5001,-16533.9 85,-16538.9 85.0001,-16533.9 85.0001,-16533.9 85.0001,-16533.9 85,-16538.9 89.5001,-16533.9 85,-16543.9 85,-16543.9\"/>\n",
       "</g>\n",
       "<!-- conv_51 -->\n",
       "<g id=\"node178\" class=\"node\"><title>conv_51</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"132,-16696 38,-16696 38,-16638 132,-16638 132,-16696\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-16670.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-16655.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 1024</text>\n",
       "</g>\n",
       "<!-- conv_51&#45;&gt;leaky_relu_50 -->\n",
       "<g id=\"edge199\" class=\"edge\"><title>conv_51&#45;&gt;leaky_relu_50</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-16627.7C85,-16619.2 85,-16610.3 85,-16602.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-16637.9 80.5001,-16627.9 85,-16632.9 85.0001,-16627.9 85.0001,-16627.9 85.0001,-16627.9 85,-16632.9 89.5001,-16627.9 85,-16637.9 85,-16637.9\"/>\n",
       "</g>\n",
       "<!-- bn_51 -->\n",
       "<g id=\"node179\" class=\"node\"><title>bn_51</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"132,-16790 38,-16790 38,-16732 132,-16732 132,-16790\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-16757.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_51</text>\n",
       "</g>\n",
       "<!-- bn_51&#45;&gt;conv_51 -->\n",
       "<g id=\"edge200\" class=\"edge\"><title>bn_51&#45;&gt;conv_51</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-16721.7C85,-16713.2 85,-16704.3 85,-16696.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-16731.9 80.5001,-16721.9 85,-16726.9 85.0001,-16721.9 85.0001,-16721.9 85.0001,-16721.9 85,-16726.9 89.5001,-16721.9 85,-16731.9 85,-16731.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_51 -->\n",
       "<g id=\"node180\" class=\"node\"><title>leaky_relu_51</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"132,-16884 38,-16884 38,-16826 132,-16826 132,-16884\"/>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-16858.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"85\" y=\"-16843.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_51&#45;&gt;bn_51 -->\n",
       "<g id=\"edge201\" class=\"edge\"><title>leaky_relu_51&#45;&gt;bn_51</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M85,-16815.7C85,-16807.2 85,-16798.3 85,-16790.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85,-16825.9 80.5001,-16815.9 85,-16820.9 85.0001,-16815.9 85.0001,-16815.9 85.0001,-16815.9 85,-16820.9 89.5001,-16815.9 85,-16825.9 85,-16825.9\"/>\n",
       "</g>\n",
       "<!-- _plus22 -->\n",
       "<g id=\"node181\" class=\"node\"><title>_plus22</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-16978 -7.10543e-15,-16978 -7.10543e-15,-16920 94,-16920 94,-16978\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-16945.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus22</text>\n",
       "</g>\n",
       "<!-- _plus22&#45;&gt;_plus21 -->\n",
       "<g id=\"edge203\" class=\"edge\"><title>_plus22&#45;&gt;_plus21</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M34.912,-16910.1C24.1178,-16872.8 10,-16814.1 10,-16762 10,-16762 10,-16762 10,-16478 10,-16421 26.8972,-16356.1 37.8539,-16320\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"37.8539,-16920 30.6973,-16911.7 36.4328,-16915.2 35.0117,-16910.4 35.0117,-16910.4 35.0117,-16910.4 36.4328,-16915.2 39.3261,-16909.1 37.8539,-16920 37.8539,-16920\"/>\n",
       "</g>\n",
       "<!-- _plus22&#45;&gt;leaky_relu_51 -->\n",
       "<g id=\"edge202\" class=\"edge\"><title>_plus22&#45;&gt;leaky_relu_51</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M62.4529,-16910.6C66.0857,-16901.8 69.8978,-16892.6 73.3324,-16884.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"58.6077,-16919.9 58.2662,-16908.9 60.5166,-16915.3 62.4254,-16910.7 62.4254,-16910.7 62.4254,-16910.7 60.5166,-16915.3 66.5846,-16912.4 58.6077,-16919.9 58.6077,-16919.9\"/>\n",
       "</g>\n",
       "<!-- pool -->\n",
       "<g id=\"node182\" class=\"node\"><title>pool</title>\n",
       "<polygon fill=\"#80b1d3\" stroke=\"black\" points=\"94,-17072 -7.10543e-15,-17072 -7.10543e-15,-17014 94,-17014 94,-17072\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-17046.8\" font-family=\"Times,serif\" font-size=\"14.00\">Pooling</text>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-17031.8\" font-family=\"Times,serif\" font-size=\"14.00\">avg, 7x7/1</text>\n",
       "</g>\n",
       "<!-- pool&#45;&gt;_plus22 -->\n",
       "<g id=\"edge204\" class=\"edge\"><title>pool&#45;&gt;_plus22</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-17003.7C47,-16995.2 47,-16986.3 47,-16978.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-17013.9 42.5001,-17003.9 47,-17008.9 47.0001,-17003.9 47.0001,-17003.9 47.0001,-17003.9 47,-17008.9 51.5001,-17003.9 47,-17013.9 47,-17013.9\"/>\n",
       "</g>\n",
       "<!-- fullyconnect -->\n",
       "<g id=\"node183\" class=\"node\"><title>fullyconnect</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"94,-17166 -7.10543e-15,-17166 -7.10543e-15,-17108 94,-17108 94,-17166\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-17140.8\" font-family=\"Times,serif\" font-size=\"14.00\">FullyConnected</text>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-17125.8\" font-family=\"Times,serif\" font-size=\"14.00\">1000</text>\n",
       "</g>\n",
       "<!-- fullyconnect&#45;&gt;pool -->\n",
       "<g id=\"edge205\" class=\"edge\"><title>fullyconnect&#45;&gt;pool</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-17097.7C47,-17089.2 47,-17080.3 47,-17072.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-17107.9 42.5001,-17097.9 47,-17102.9 47.0001,-17097.9 47.0001,-17097.9 47.0001,-17097.9 47,-17102.9 51.5001,-17097.9 47,-17107.9 47,-17107.9\"/>\n",
       "</g>\n",
       "<!-- cast1 -->\n",
       "<g id=\"node184\" class=\"node\"><title>cast1</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-17260 -7.10543e-15,-17260 -7.10543e-15,-17202 94,-17202 94,-17260\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-17227.3\" font-family=\"Times,serif\" font-size=\"14.00\">cast1</text>\n",
       "</g>\n",
       "<!-- cast1&#45;&gt;fullyconnect -->\n",
       "<g id=\"edge206\" class=\"edge\"><title>cast1&#45;&gt;fullyconnect</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-17191.7C47,-17183.2 47,-17174.3 47,-17166.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-17201.9 42.5001,-17191.9 47,-17196.9 47.0001,-17191.9 47.0001,-17191.9 47.0001,-17191.9 47,-17196.9 51.5001,-17191.9 47,-17201.9 47,-17201.9\"/>\n",
       "</g>\n",
       "<!-- softmax_label -->\n",
       "<g id=\"node185\" class=\"node\"><title>softmax_label</title>\n",
       "<ellipse fill=\"#8dd3c7\" stroke=\"black\" cx=\"159\" cy=\"-17231\" rx=\"47\" ry=\"29\"/>\n",
       "<text text-anchor=\"middle\" x=\"159\" y=\"-17227.3\" font-family=\"Times,serif\" font-size=\"14.00\">softmax_label</text>\n",
       "</g>\n",
       "<!-- softmax -->\n",
       "<g id=\"node186\" class=\"node\"><title>softmax</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"150,-17354 56,-17354 56,-17296 150,-17296 150,-17354\"/>\n",
       "<text text-anchor=\"middle\" x=\"103\" y=\"-17321.3\" font-family=\"Times,serif\" font-size=\"14.00\">softmax</text>\n",
       "</g>\n",
       "<!-- softmax&#45;&gt;cast1 -->\n",
       "<g id=\"edge207\" class=\"edge\"><title>softmax&#45;&gt;cast1</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M80.5686,-17287.1C75.113,-17278.2 69.3635,-17268.7 64.1943,-17260.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"85.8939,-17295.9 76.8505,-17289.7 83.2941,-17291.6 80.6944,-17287.4 80.6944,-17287.4 80.6944,-17287.4 83.2941,-17291.6 84.5383,-17285 85.8939,-17295.9 85.8939,-17295.9\"/>\n",
       "</g>\n",
       "<!-- softmax&#45;&gt;softmax_label -->\n",
       "<g id=\"edge208\" class=\"edge\"><title>softmax&#45;&gt;softmax_label</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M125.377,-17287.2C131.257,-17277.6 137.481,-17267.4 142.955,-17258.4\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"120.106,-17295.9 121.462,-17285 122.706,-17291.6 125.306,-17287.4 125.306,-17287.4 125.306,-17287.4 122.706,-17291.6 129.15,-17289.7 120.106,-17295.9 120.106,-17295.9\"/>\n",
       "</g>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<graphviz.dot.Digraph at 0x7f7aee1dd588>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epoch = 0                                                                                   # 模型保存编号\n",
    "sym_darknet_53, arg, aux = mx.model.load_checkpoint(base_model_prefix, epoch)               # 参数保存在arg_params，aux_params中\n",
    "# 打印darknet53模型结构\n",
    "mx.viz.plot_network(sym_darknet_53)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 第五步：设置回调函数\n",
    "\n",
    "回调函数中定义每一个step训练完后的操作和每一个epoch训练完后的操作，其中一个step指完成一个batch size大小数据的训练，一个epoch是指完成一遍整个数据集的训练。\n",
    "\n",
    "此段代码无回显。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 设置参数同步方式\n",
    "kv = mx.kvstore.create('local')\n",
    "\n",
    "# 设置Loss打印\n",
    "from src.utils.yolo_metric import YoloLoss\n",
    "metrics = [YoloLoss(name='ObjLoss', index=0),\n",
    "           YoloLoss(name='BoxCenterLoss', index=1),\n",
    "           YoloLoss(name='BoxScaleLoss', index=2),\n",
    "           YoloLoss(name='ClassLoss', index=3)]\n",
    "\n",
    "# 回调函数\n",
    "# 设置日志打印频率，通常每个step回调一次\n",
    "batch_end_callback = [mx.callback.Speedometer(BATCH_SIZE, 1, auto_reset=False)]\n",
    "# 设置模型保存位置、频率，同常每个epoch回调一次\n",
    "epoch_end_callback = [mx.callback.do_checkpoint(checkpoint_prefix, 5)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 第六步：开始训练\n",
    "\n",
    "调用model对象的fit函数开始训练，20个epoch大概需要运行5分钟左右完成。\n",
    "\n",
    "此段代码无输出。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# 把前面设置的参数放入fit函数中开始训练\n",
    "model.fit(train_data=train_data,                                        # 训练数据集\n",
    "          optimizer='sgd',                                              # 优化器类型\n",
    "          kvstore=kv,                                                   # 设置参数同步方式\n",
    "          optimizer_params=optimizer_params,                            # 优化器参数        \n",
    "          batch_end_callback=batch_end_callback,                        # 每个step结束的回调函数\n",
    "          epoch_end_callback=epoch_end_callback,                        # 每个epoch结束的回调函数\n",
    "          initializer=initializer,                                      # 参数初始化函数\n",
    "          arg_params=arg,                                               # 预加载的参数\n",
    "          aux_params=aux,                                               # 预加载的参数\n",
    "          eval_metric=metrics,                                          # 设置Loss打印\n",
    "          num_epoch=20,                                                  # 设置遍历数据集次数\n",
    "          allow_missing=True)                                           # 是否允许预加载的参数部分缺失"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 第七步：上传模型至OBS\n",
    "\n",
    "使用ModelArts SDK将模型上传至OBS保存，方便以后使用。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/jovyan/modelarts-sdk/obs/client.py:498: DeprecationWarning: key_file, cert_file and check_hostname are deprecated, use a custom context instead.\n",
      "  conn = httplib.HTTPSConnection(server, port=port, timeout=self.timeout, context=self.context, check_hostname=False)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Successfully upload file ./model to OBS xuchao8/user3/object_detection\n",
      "Successfully upload file ./model to OBS xuchao8/user3/object_detection\n",
      "Successfully upload file ./model to OBS xuchao8/user3/object_detection\n",
      "Successfully upload file ./model to OBS xuchao8/user3/object_detection\n"
     ]
    }
   ],
   "source": [
    "session.upload_data(bucket_path=OBS_BASE_PATH + \"/object_detection\", path= \"./model\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<p style=\"font-family: Arial; font-size:1.4em;color:gold;\">总结：该案例的model目录（OBS路径）的下存在保存的模型文件。</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 推理\n",
    "\n",
    "#### 第一步：读取图片\n",
    "\n",
    "从obs上读取1张图片，进行归一化，并将其打包成mxnet引擎能识别的mx.io.DataBatch类型。\n",
    "\n",
    "此段代码会打印读取的图片。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7aee5f4c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图片保存位置\n",
    "file_name = os.path.join(data_path, 'train/IMG_20180919_115501.jpg')\n",
    "# 图像输入的长宽\n",
    "h=416\n",
    "w=416\n",
    "# 图像归一化需要的均值和方差\n",
    "mean=(0.485, 0.456, 0.406)\n",
    "std=(0.229, 0.224, 0.225)\n",
    "# 加载moxing库用于直接读取保存在obs上的图片\n",
    "import moxing as mox\n",
    "# 以二进制形式，将图片读入内存\n",
    "img = mox.file.read(file_name, binary=True)\n",
    "# 保存原图，用于展示\n",
    "orig_img = mx.img.imdecode(img, to_rgb=1).asnumpy().astype('uint8')\n",
    "plt.imshow(orig_img)\n",
    "plt.show()\n",
    "\n",
    "# 图像预处理，归一化，resize，用于模型推理\n",
    "img = mx.img.imdecode(img, 1)\n",
    "img = mx.image.imresize(img, w, h, interp=2)\n",
    "img = mx.nd.image.to_tensor(img)\n",
    "img = mx.nd.image.normalize(img, mean=mean, std=std).expand_dims(0)\n",
    "\n",
    "# 准备输入数据\n",
    "provide_data = [mx.io.DataDesc(name='data', shape=(1, 3, h, w))]\n",
    "batch_data = mx.io.DataBatch(data=[img], provide_data=provide_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 第二步：加载训练完成的模型文件\n",
    "\n",
    "加载前面训练出的模型，模型保存在本地路径checkpoint_prefix中。\n",
    "\n",
    "此段代码无回显。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "load_epoch = 20                                                                               # 模型保存编号,请根据实际情况设置\n",
    "_, arg_params, aux_params = mx.model.load_checkpoint(checkpoint_prefix, load_epoch)          # 参数保存在arg_params，aux_params中"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 第三步：加载推理使用的模型结构\n",
    "\n",
    "与训练不同，此时的模型不再包含损失函数，模型输出也被整理成\\[分类结果，置信度，边框坐标\\]的形式。模型参数不变。\n",
    "\n",
    "此段打印yolov3推理时模型结构。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Generated by graphviz version 2.38.0 (20140413.2041)\n",
       " -->\n",
       "<!-- Title: plot Pages: 1 -->\n",
       "<svg width=\"1334pt\" height=\"24130pt\"\n",
       " viewBox=\"0.00 0.00 1334.00 24130.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 24126)\">\n",
       "<title>plot</title>\n",
       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-24126 1330,-24126 1330,4 -4,4\"/>\n",
       "<!-- data -->\n",
       "<g id=\"node1\" class=\"node\"><title>data</title>\n",
       "<ellipse fill=\"#8dd3c7\" stroke=\"black\" cx=\"512\" cy=\"-29\" rx=\"47\" ry=\"29\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-25.3\" font-family=\"Times,serif\" font-size=\"14.00\">data</text>\n",
       "</g>\n",
       "<!-- conv_0 -->\n",
       "<g id=\"node2\" class=\"node\"><title>conv_0</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"559,-152 465,-152 465,-94 559,-94 559,-152\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-126.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-111.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 32</text>\n",
       "</g>\n",
       "<!-- conv_0&#45;&gt;data -->\n",
       "<g id=\"edge1\" class=\"edge\"><title>conv_0&#45;&gt;data</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M512,-83.7443C512,-75.2043 512,-66.2977 512,-58.2479\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"512,-93.8971 507.5,-83.897 512,-88.8971 512,-83.8971 512,-83.8971 512,-83.8971 512,-88.8971 516.5,-83.8971 512,-93.8971 512,-93.8971\"/>\n",
       "</g>\n",
       "<!-- bn_0 -->\n",
       "<g id=\"node3\" class=\"node\"><title>bn_0</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"559,-246 465,-246 465,-188 559,-188 559,-246\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-213.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_0</text>\n",
       "</g>\n",
       "<!-- bn_0&#45;&gt;conv_0 -->\n",
       "<g id=\"edge2\" class=\"edge\"><title>bn_0&#45;&gt;conv_0</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M512,-177.744C512,-169.204 512,-160.298 512,-152.248\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"512,-187.897 507.5,-177.897 512,-182.897 512,-177.897 512,-177.897 512,-177.897 512,-182.897 516.5,-177.897 512,-187.897 512,-187.897\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_0 -->\n",
       "<g id=\"node4\" class=\"node\"><title>leaky_relu_0</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"559,-340 465,-340 465,-282 559,-282 559,-340\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-314.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-299.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_0&#45;&gt;bn_0 -->\n",
       "<g id=\"edge3\" class=\"edge\"><title>leaky_relu_0&#45;&gt;bn_0</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M512,-271.744C512,-263.204 512,-254.298 512,-246.248\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"512,-281.897 507.5,-271.897 512,-276.897 512,-271.897 512,-271.897 512,-271.897 512,-276.897 516.5,-271.897 512,-281.897 512,-281.897\"/>\n",
       "</g>\n",
       "<!-- conv_1 -->\n",
       "<g id=\"node5\" class=\"node\"><title>conv_1</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"559,-434 465,-434 465,-376 559,-376 559,-434\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-408.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-393.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/2x2, 64</text>\n",
       "</g>\n",
       "<!-- conv_1&#45;&gt;leaky_relu_0 -->\n",
       "<g id=\"edge4\" class=\"edge\"><title>conv_1&#45;&gt;leaky_relu_0</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M512,-365.744C512,-357.204 512,-348.298 512,-340.248\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"512,-375.897 507.5,-365.897 512,-370.897 512,-365.897 512,-365.897 512,-365.897 512,-370.897 516.5,-365.897 512,-375.897 512,-375.897\"/>\n",
       "</g>\n",
       "<!-- bn_1 -->\n",
       "<g id=\"node6\" class=\"node\"><title>bn_1</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"559,-528 465,-528 465,-470 559,-470 559,-528\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-495.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_1</text>\n",
       "</g>\n",
       "<!-- bn_1&#45;&gt;conv_1 -->\n",
       "<g id=\"edge5\" class=\"edge\"><title>bn_1&#45;&gt;conv_1</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M512,-459.744C512,-451.204 512,-442.298 512,-434.248\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"512,-469.897 507.5,-459.897 512,-464.897 512,-459.897 512,-459.897 512,-459.897 512,-464.897 516.5,-459.897 512,-469.897 512,-469.897\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_1 -->\n",
       "<g id=\"node7\" class=\"node\"><title>leaky_relu_1</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"559,-622 465,-622 465,-564 559,-564 559,-622\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-596.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-581.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_1&#45;&gt;bn_1 -->\n",
       "<g id=\"edge6\" class=\"edge\"><title>leaky_relu_1&#45;&gt;bn_1</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M512,-553.744C512,-545.204 512,-536.298 512,-528.248\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"512,-563.897 507.5,-553.897 512,-558.897 512,-553.897 512,-553.897 512,-553.897 512,-558.897 516.5,-553.897 512,-563.897 512,-563.897\"/>\n",
       "</g>\n",
       "<!-- conv_2 -->\n",
       "<g id=\"node8\" class=\"node\"><title>conv_2</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-716 503,-716 503,-658 597,-658 597,-716\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-690.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-675.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 32</text>\n",
       "</g>\n",
       "<!-- conv_2&#45;&gt;leaky_relu_1 -->\n",
       "<g id=\"edge7\" class=\"edge\"><title>conv_2&#45;&gt;leaky_relu_1</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M534.547,-648.588C530.914,-639.793 527.102,-630.563 523.668,-622.248\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"538.392,-657.897 530.415,-650.372 536.483,-653.276 534.575,-648.654 534.575,-648.654 534.575,-648.654 536.483,-653.276 538.734,-646.936 538.392,-657.897 538.392,-657.897\"/>\n",
       "</g>\n",
       "<!-- bn_2 -->\n",
       "<g id=\"node9\" class=\"node\"><title>bn_2</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-810 503,-810 503,-752 597,-752 597,-810\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-777.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_2</text>\n",
       "</g>\n",
       "<!-- bn_2&#45;&gt;conv_2 -->\n",
       "<g id=\"edge8\" class=\"edge\"><title>bn_2&#45;&gt;conv_2</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-741.744C550,-733.204 550,-724.298 550,-716.248\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-751.897 545.5,-741.897 550,-746.897 550,-741.897 550,-741.897 550,-741.897 550,-746.897 554.5,-741.897 550,-751.897 550,-751.897\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_2 -->\n",
       "<g id=\"node10\" class=\"node\"><title>leaky_relu_2</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-904 503,-904 503,-846 597,-846 597,-904\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-878.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-863.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_2&#45;&gt;bn_2 -->\n",
       "<g id=\"edge9\" class=\"edge\"><title>leaky_relu_2&#45;&gt;bn_2</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-835.744C550,-827.204 550,-818.298 550,-810.248\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-845.897 545.5,-835.897 550,-840.897 550,-835.897 550,-835.897 550,-835.897 550,-840.897 554.5,-835.897 550,-845.897 550,-845.897\"/>\n",
       "</g>\n",
       "<!-- conv_3 -->\n",
       "<g id=\"node11\" class=\"node\"><title>conv_3</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-998 503,-998 503,-940 597,-940 597,-998\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-972.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-957.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 64</text>\n",
       "</g>\n",
       "<!-- conv_3&#45;&gt;leaky_relu_2 -->\n",
       "<g id=\"edge10\" class=\"edge\"><title>conv_3&#45;&gt;leaky_relu_2</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-929.744C550,-921.204 550,-912.298 550,-904.248\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-939.897 545.5,-929.897 550,-934.897 550,-929.897 550,-929.897 550,-929.897 550,-934.897 554.5,-929.897 550,-939.897 550,-939.897\"/>\n",
       "</g>\n",
       "<!-- bn_3 -->\n",
       "<g id=\"node12\" class=\"node\"><title>bn_3</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-1092 503,-1092 503,-1034 597,-1034 597,-1092\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-1059.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_3</text>\n",
       "</g>\n",
       "<!-- bn_3&#45;&gt;conv_3 -->\n",
       "<g id=\"edge11\" class=\"edge\"><title>bn_3&#45;&gt;conv_3</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-1023.74C550,-1015.2 550,-1006.3 550,-998.248\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-1033.9 545.5,-1023.9 550,-1028.9 550,-1023.9 550,-1023.9 550,-1023.9 550,-1028.9 554.5,-1023.9 550,-1033.9 550,-1033.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_3 -->\n",
       "<g id=\"node13\" class=\"node\"><title>leaky_relu_3</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-1186 503,-1186 503,-1128 597,-1128 597,-1186\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-1160.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-1145.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_3&#45;&gt;bn_3 -->\n",
       "<g id=\"edge12\" class=\"edge\"><title>leaky_relu_3&#45;&gt;bn_3</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-1117.74C550,-1109.2 550,-1100.3 550,-1092.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-1127.9 545.5,-1117.9 550,-1122.9 550,-1117.9 550,-1117.9 550,-1117.9 550,-1122.9 554.5,-1117.9 550,-1127.9 550,-1127.9\"/>\n",
       "</g>\n",
       "<!-- _plus32 -->\n",
       "<g id=\"node14\" class=\"node\"><title>_plus32</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"559,-1280 465,-1280 465,-1222 559,-1222 559,-1280\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-1247.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus32</text>\n",
       "</g>\n",
       "<!-- _plus32&#45;&gt;leaky_relu_1 -->\n",
       "<g id=\"edge14\" class=\"edge\"><title>_plus32&#45;&gt;leaky_relu_1</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M499.912,-1212.06C489.118,-1174.78 475,-1116.06 475,-1064 475,-1064 475,-1064 475,-780 475,-723.041 491.897,-658.123 502.854,-622.015\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"502.854,-1221.98 495.697,-1213.68 501.433,-1217.19 500.012,-1212.4 500.012,-1212.4 500.012,-1212.4 501.433,-1217.19 504.326,-1211.12 502.854,-1221.98 502.854,-1221.98\"/>\n",
       "</g>\n",
       "<!-- _plus32&#45;&gt;leaky_relu_3 -->\n",
       "<g id=\"edge13\" class=\"edge\"><title>_plus32&#45;&gt;leaky_relu_3</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M527.453,-1212.59C531.086,-1203.79 534.898,-1194.56 538.332,-1186.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"523.608,-1221.9 523.266,-1210.94 525.517,-1217.28 527.425,-1212.65 527.425,-1212.65 527.425,-1212.65 525.517,-1217.28 531.585,-1214.37 523.608,-1221.9 523.608,-1221.9\"/>\n",
       "</g>\n",
       "<!-- conv_4 -->\n",
       "<g id=\"node15\" class=\"node\"><title>conv_4</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"559,-1374 465,-1374 465,-1316 559,-1316 559,-1374\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-1348.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-1333.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/2x2, 128</text>\n",
       "</g>\n",
       "<!-- conv_4&#45;&gt;_plus32 -->\n",
       "<g id=\"edge15\" class=\"edge\"><title>conv_4&#45;&gt;_plus32</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M512,-1305.74C512,-1297.2 512,-1288.3 512,-1280.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"512,-1315.9 507.5,-1305.9 512,-1310.9 512,-1305.9 512,-1305.9 512,-1305.9 512,-1310.9 516.5,-1305.9 512,-1315.9 512,-1315.9\"/>\n",
       "</g>\n",
       "<!-- bn_4 -->\n",
       "<g id=\"node16\" class=\"node\"><title>bn_4</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"559,-1468 465,-1468 465,-1410 559,-1410 559,-1468\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-1435.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_4</text>\n",
       "</g>\n",
       "<!-- bn_4&#45;&gt;conv_4 -->\n",
       "<g id=\"edge16\" class=\"edge\"><title>bn_4&#45;&gt;conv_4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M512,-1399.74C512,-1391.2 512,-1382.3 512,-1374.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"512,-1409.9 507.5,-1399.9 512,-1404.9 512,-1399.9 512,-1399.9 512,-1399.9 512,-1404.9 516.5,-1399.9 512,-1409.9 512,-1409.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_4 -->\n",
       "<g id=\"node17\" class=\"node\"><title>leaky_relu_4</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"559,-1562 465,-1562 465,-1504 559,-1504 559,-1562\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-1536.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-1521.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_4&#45;&gt;bn_4 -->\n",
       "<g id=\"edge17\" class=\"edge\"><title>leaky_relu_4&#45;&gt;bn_4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M512,-1493.74C512,-1485.2 512,-1476.3 512,-1468.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"512,-1503.9 507.5,-1493.9 512,-1498.9 512,-1493.9 512,-1493.9 512,-1493.9 512,-1498.9 516.5,-1493.9 512,-1503.9 512,-1503.9\"/>\n",
       "</g>\n",
       "<!-- conv_5 -->\n",
       "<g id=\"node18\" class=\"node\"><title>conv_5</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-1656 503,-1656 503,-1598 597,-1598 597,-1656\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-1630.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-1615.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 64</text>\n",
       "</g>\n",
       "<!-- conv_5&#45;&gt;leaky_relu_4 -->\n",
       "<g id=\"edge18\" class=\"edge\"><title>conv_5&#45;&gt;leaky_relu_4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M534.547,-1588.59C530.914,-1579.79 527.102,-1570.56 523.668,-1562.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"538.392,-1597.9 530.415,-1590.37 536.483,-1593.28 534.575,-1588.65 534.575,-1588.65 534.575,-1588.65 536.483,-1593.28 538.734,-1586.94 538.392,-1597.9 538.392,-1597.9\"/>\n",
       "</g>\n",
       "<!-- bn_5 -->\n",
       "<g id=\"node19\" class=\"node\"><title>bn_5</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-1750 503,-1750 503,-1692 597,-1692 597,-1750\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-1717.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_5</text>\n",
       "</g>\n",
       "<!-- bn_5&#45;&gt;conv_5 -->\n",
       "<g id=\"edge19\" class=\"edge\"><title>bn_5&#45;&gt;conv_5</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-1681.74C550,-1673.2 550,-1664.3 550,-1656.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-1691.9 545.5,-1681.9 550,-1686.9 550,-1681.9 550,-1681.9 550,-1681.9 550,-1686.9 554.5,-1681.9 550,-1691.9 550,-1691.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_5 -->\n",
       "<g id=\"node20\" class=\"node\"><title>leaky_relu_5</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-1844 503,-1844 503,-1786 597,-1786 597,-1844\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-1818.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-1803.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_5&#45;&gt;bn_5 -->\n",
       "<g id=\"edge20\" class=\"edge\"><title>leaky_relu_5&#45;&gt;bn_5</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-1775.74C550,-1767.2 550,-1758.3 550,-1750.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-1785.9 545.5,-1775.9 550,-1780.9 550,-1775.9 550,-1775.9 550,-1775.9 550,-1780.9 554.5,-1775.9 550,-1785.9 550,-1785.9\"/>\n",
       "</g>\n",
       "<!-- conv_6 -->\n",
       "<g id=\"node21\" class=\"node\"><title>conv_6</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-1938 503,-1938 503,-1880 597,-1880 597,-1938\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-1912.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-1897.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_6&#45;&gt;leaky_relu_5 -->\n",
       "<g id=\"edge21\" class=\"edge\"><title>conv_6&#45;&gt;leaky_relu_5</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-1869.74C550,-1861.2 550,-1852.3 550,-1844.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-1879.9 545.5,-1869.9 550,-1874.9 550,-1869.9 550,-1869.9 550,-1869.9 550,-1874.9 554.5,-1869.9 550,-1879.9 550,-1879.9\"/>\n",
       "</g>\n",
       "<!-- bn_6 -->\n",
       "<g id=\"node22\" class=\"node\"><title>bn_6</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-2032 503,-2032 503,-1974 597,-1974 597,-2032\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-1999.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_6</text>\n",
       "</g>\n",
       "<!-- bn_6&#45;&gt;conv_6 -->\n",
       "<g id=\"edge22\" class=\"edge\"><title>bn_6&#45;&gt;conv_6</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-1963.74C550,-1955.2 550,-1946.3 550,-1938.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-1973.9 545.5,-1963.9 550,-1968.9 550,-1963.9 550,-1963.9 550,-1963.9 550,-1968.9 554.5,-1963.9 550,-1973.9 550,-1973.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_6 -->\n",
       "<g id=\"node23\" class=\"node\"><title>leaky_relu_6</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-2126 503,-2126 503,-2068 597,-2068 597,-2126\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-2100.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-2085.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_6&#45;&gt;bn_6 -->\n",
       "<g id=\"edge23\" class=\"edge\"><title>leaky_relu_6&#45;&gt;bn_6</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-2057.74C550,-2049.2 550,-2040.3 550,-2032.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-2067.9 545.5,-2057.9 550,-2062.9 550,-2057.9 550,-2057.9 550,-2057.9 550,-2062.9 554.5,-2057.9 550,-2067.9 550,-2067.9\"/>\n",
       "</g>\n",
       "<!-- _plus33 -->\n",
       "<g id=\"node24\" class=\"node\"><title>_plus33</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"559,-2220 465,-2220 465,-2162 559,-2162 559,-2220\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-2187.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus33</text>\n",
       "</g>\n",
       "<!-- _plus33&#45;&gt;leaky_relu_4 -->\n",
       "<g id=\"edge25\" class=\"edge\"><title>_plus33&#45;&gt;leaky_relu_4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M499.912,-2152.06C489.118,-2114.78 475,-2056.06 475,-2004 475,-2004 475,-2004 475,-1720 475,-1663.04 491.897,-1598.12 502.854,-1562.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"502.854,-2161.98 495.697,-2153.68 501.433,-2157.19 500.012,-2152.4 500.012,-2152.4 500.012,-2152.4 501.433,-2157.19 504.326,-2151.12 502.854,-2161.98 502.854,-2161.98\"/>\n",
       "</g>\n",
       "<!-- _plus33&#45;&gt;leaky_relu_6 -->\n",
       "<g id=\"edge24\" class=\"edge\"><title>_plus33&#45;&gt;leaky_relu_6</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M527.453,-2152.59C531.086,-2143.79 534.898,-2134.56 538.332,-2126.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"523.608,-2161.9 523.266,-2150.94 525.517,-2157.28 527.425,-2152.65 527.425,-2152.65 527.425,-2152.65 525.517,-2157.28 531.585,-2154.37 523.608,-2161.9 523.608,-2161.9\"/>\n",
       "</g>\n",
       "<!-- conv_7 -->\n",
       "<g id=\"node25\" class=\"node\"><title>conv_7</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-2314 503,-2314 503,-2256 597,-2256 597,-2314\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-2288.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-2273.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 64</text>\n",
       "</g>\n",
       "<!-- conv_7&#45;&gt;_plus33 -->\n",
       "<g id=\"edge26\" class=\"edge\"><title>conv_7&#45;&gt;_plus33</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M534.547,-2246.59C530.914,-2237.79 527.102,-2228.56 523.668,-2220.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"538.392,-2255.9 530.415,-2248.37 536.483,-2251.28 534.575,-2246.65 534.575,-2246.65 534.575,-2246.65 536.483,-2251.28 538.734,-2244.94 538.392,-2255.9 538.392,-2255.9\"/>\n",
       "</g>\n",
       "<!-- bn_7 -->\n",
       "<g id=\"node26\" class=\"node\"><title>bn_7</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-2408 503,-2408 503,-2350 597,-2350 597,-2408\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-2375.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_7</text>\n",
       "</g>\n",
       "<!-- bn_7&#45;&gt;conv_7 -->\n",
       "<g id=\"edge27\" class=\"edge\"><title>bn_7&#45;&gt;conv_7</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-2339.74C550,-2331.2 550,-2322.3 550,-2314.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-2349.9 545.5,-2339.9 550,-2344.9 550,-2339.9 550,-2339.9 550,-2339.9 550,-2344.9 554.5,-2339.9 550,-2349.9 550,-2349.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_7 -->\n",
       "<g id=\"node27\" class=\"node\"><title>leaky_relu_7</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-2502 503,-2502 503,-2444 597,-2444 597,-2502\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-2476.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-2461.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_7&#45;&gt;bn_7 -->\n",
       "<g id=\"edge28\" class=\"edge\"><title>leaky_relu_7&#45;&gt;bn_7</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-2433.74C550,-2425.2 550,-2416.3 550,-2408.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-2443.9 545.5,-2433.9 550,-2438.9 550,-2433.9 550,-2433.9 550,-2433.9 550,-2438.9 554.5,-2433.9 550,-2443.9 550,-2443.9\"/>\n",
       "</g>\n",
       "<!-- conv_8 -->\n",
       "<g id=\"node28\" class=\"node\"><title>conv_8</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-2596 503,-2596 503,-2538 597,-2538 597,-2596\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-2570.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-2555.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_8&#45;&gt;leaky_relu_7 -->\n",
       "<g id=\"edge29\" class=\"edge\"><title>conv_8&#45;&gt;leaky_relu_7</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-2527.74C550,-2519.2 550,-2510.3 550,-2502.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-2537.9 545.5,-2527.9 550,-2532.9 550,-2527.9 550,-2527.9 550,-2527.9 550,-2532.9 554.5,-2527.9 550,-2537.9 550,-2537.9\"/>\n",
       "</g>\n",
       "<!-- bn_8 -->\n",
       "<g id=\"node29\" class=\"node\"><title>bn_8</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-2690 503,-2690 503,-2632 597,-2632 597,-2690\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-2657.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_8</text>\n",
       "</g>\n",
       "<!-- bn_8&#45;&gt;conv_8 -->\n",
       "<g id=\"edge30\" class=\"edge\"><title>bn_8&#45;&gt;conv_8</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-2621.74C550,-2613.2 550,-2604.3 550,-2596.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-2631.9 545.5,-2621.9 550,-2626.9 550,-2621.9 550,-2621.9 550,-2621.9 550,-2626.9 554.5,-2621.9 550,-2631.9 550,-2631.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_8 -->\n",
       "<g id=\"node30\" class=\"node\"><title>leaky_relu_8</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-2784 503,-2784 503,-2726 597,-2726 597,-2784\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-2758.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-2743.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_8&#45;&gt;bn_8 -->\n",
       "<g id=\"edge31\" class=\"edge\"><title>leaky_relu_8&#45;&gt;bn_8</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-2715.74C550,-2707.2 550,-2698.3 550,-2690.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-2725.9 545.5,-2715.9 550,-2720.9 550,-2715.9 550,-2715.9 550,-2715.9 550,-2720.9 554.5,-2715.9 550,-2725.9 550,-2725.9\"/>\n",
       "</g>\n",
       "<!-- _plus34 -->\n",
       "<g id=\"node31\" class=\"node\"><title>_plus34</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"559,-2878 465,-2878 465,-2820 559,-2820 559,-2878\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-2845.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus34</text>\n",
       "</g>\n",
       "<!-- _plus34&#45;&gt;_plus33 -->\n",
       "<g id=\"edge33\" class=\"edge\"><title>_plus34&#45;&gt;_plus33</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M499.912,-2810.06C489.118,-2772.78 475,-2714.06 475,-2662 475,-2662 475,-2662 475,-2378 475,-2321.04 491.897,-2256.12 502.854,-2220.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"502.854,-2819.98 495.697,-2811.68 501.433,-2815.19 500.012,-2810.4 500.012,-2810.4 500.012,-2810.4 501.433,-2815.19 504.326,-2809.12 502.854,-2819.98 502.854,-2819.98\"/>\n",
       "</g>\n",
       "<!-- _plus34&#45;&gt;leaky_relu_8 -->\n",
       "<g id=\"edge32\" class=\"edge\"><title>_plus34&#45;&gt;leaky_relu_8</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M527.453,-2810.59C531.086,-2801.79 534.898,-2792.56 538.332,-2784.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"523.608,-2819.9 523.266,-2808.94 525.517,-2815.28 527.425,-2810.65 527.425,-2810.65 527.425,-2810.65 525.517,-2815.28 531.585,-2812.37 523.608,-2819.9 523.608,-2819.9\"/>\n",
       "</g>\n",
       "<!-- conv_9 -->\n",
       "<g id=\"node32\" class=\"node\"><title>conv_9</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"559,-2972 465,-2972 465,-2914 559,-2914 559,-2972\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-2946.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-2931.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/2x2, 256</text>\n",
       "</g>\n",
       "<!-- conv_9&#45;&gt;_plus34 -->\n",
       "<g id=\"edge34\" class=\"edge\"><title>conv_9&#45;&gt;_plus34</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M512,-2903.74C512,-2895.2 512,-2886.3 512,-2878.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"512,-2913.9 507.5,-2903.9 512,-2908.9 512,-2903.9 512,-2903.9 512,-2903.9 512,-2908.9 516.5,-2903.9 512,-2913.9 512,-2913.9\"/>\n",
       "</g>\n",
       "<!-- bn_9 -->\n",
       "<g id=\"node33\" class=\"node\"><title>bn_9</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"559,-3066 465,-3066 465,-3008 559,-3008 559,-3066\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-3033.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_9</text>\n",
       "</g>\n",
       "<!-- bn_9&#45;&gt;conv_9 -->\n",
       "<g id=\"edge35\" class=\"edge\"><title>bn_9&#45;&gt;conv_9</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M512,-2997.74C512,-2989.2 512,-2980.3 512,-2972.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"512,-3007.9 507.5,-2997.9 512,-3002.9 512,-2997.9 512,-2997.9 512,-2997.9 512,-3002.9 516.5,-2997.9 512,-3007.9 512,-3007.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_9 -->\n",
       "<g id=\"node34\" class=\"node\"><title>leaky_relu_9</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"559,-3160 465,-3160 465,-3102 559,-3102 559,-3160\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-3134.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-3119.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_9&#45;&gt;bn_9 -->\n",
       "<g id=\"edge36\" class=\"edge\"><title>leaky_relu_9&#45;&gt;bn_9</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M512,-3091.74C512,-3083.2 512,-3074.3 512,-3066.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"512,-3101.9 507.5,-3091.9 512,-3096.9 512,-3091.9 512,-3091.9 512,-3091.9 512,-3096.9 516.5,-3091.9 512,-3101.9 512,-3101.9\"/>\n",
       "</g>\n",
       "<!-- conv_10 -->\n",
       "<g id=\"node35\" class=\"node\"><title>conv_10</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-3254 503,-3254 503,-3196 597,-3196 597,-3254\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-3228.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-3213.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_10&#45;&gt;leaky_relu_9 -->\n",
       "<g id=\"edge37\" class=\"edge\"><title>conv_10&#45;&gt;leaky_relu_9</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M534.547,-3186.59C530.914,-3177.79 527.102,-3168.56 523.668,-3160.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"538.392,-3195.9 530.415,-3188.37 536.483,-3191.28 534.575,-3186.65 534.575,-3186.65 534.575,-3186.65 536.483,-3191.28 538.734,-3184.94 538.392,-3195.9 538.392,-3195.9\"/>\n",
       "</g>\n",
       "<!-- bn_10 -->\n",
       "<g id=\"node36\" class=\"node\"><title>bn_10</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-3348 503,-3348 503,-3290 597,-3290 597,-3348\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-3315.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_10</text>\n",
       "</g>\n",
       "<!-- bn_10&#45;&gt;conv_10 -->\n",
       "<g id=\"edge38\" class=\"edge\"><title>bn_10&#45;&gt;conv_10</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-3279.74C550,-3271.2 550,-3262.3 550,-3254.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-3289.9 545.5,-3279.9 550,-3284.9 550,-3279.9 550,-3279.9 550,-3279.9 550,-3284.9 554.5,-3279.9 550,-3289.9 550,-3289.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_10 -->\n",
       "<g id=\"node37\" class=\"node\"><title>leaky_relu_10</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-3442 503,-3442 503,-3384 597,-3384 597,-3442\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-3416.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-3401.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_10&#45;&gt;bn_10 -->\n",
       "<g id=\"edge39\" class=\"edge\"><title>leaky_relu_10&#45;&gt;bn_10</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-3373.74C550,-3365.2 550,-3356.3 550,-3348.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-3383.9 545.5,-3373.9 550,-3378.9 550,-3373.9 550,-3373.9 550,-3373.9 550,-3378.9 554.5,-3373.9 550,-3383.9 550,-3383.9\"/>\n",
       "</g>\n",
       "<!-- conv_11 -->\n",
       "<g id=\"node38\" class=\"node\"><title>conv_11</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-3536 503,-3536 503,-3478 597,-3478 597,-3536\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-3510.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-3495.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_11&#45;&gt;leaky_relu_10 -->\n",
       "<g id=\"edge40\" class=\"edge\"><title>conv_11&#45;&gt;leaky_relu_10</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-3467.74C550,-3459.2 550,-3450.3 550,-3442.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-3477.9 545.5,-3467.9 550,-3472.9 550,-3467.9 550,-3467.9 550,-3467.9 550,-3472.9 554.5,-3467.9 550,-3477.9 550,-3477.9\"/>\n",
       "</g>\n",
       "<!-- bn_11 -->\n",
       "<g id=\"node39\" class=\"node\"><title>bn_11</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-3630 503,-3630 503,-3572 597,-3572 597,-3630\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-3597.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_11</text>\n",
       "</g>\n",
       "<!-- bn_11&#45;&gt;conv_11 -->\n",
       "<g id=\"edge41\" class=\"edge\"><title>bn_11&#45;&gt;conv_11</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-3561.74C550,-3553.2 550,-3544.3 550,-3536.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-3571.9 545.5,-3561.9 550,-3566.9 550,-3561.9 550,-3561.9 550,-3561.9 550,-3566.9 554.5,-3561.9 550,-3571.9 550,-3571.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_11 -->\n",
       "<g id=\"node40\" class=\"node\"><title>leaky_relu_11</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-3724 503,-3724 503,-3666 597,-3666 597,-3724\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-3698.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-3683.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_11&#45;&gt;bn_11 -->\n",
       "<g id=\"edge42\" class=\"edge\"><title>leaky_relu_11&#45;&gt;bn_11</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-3655.74C550,-3647.2 550,-3638.3 550,-3630.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-3665.9 545.5,-3655.9 550,-3660.9 550,-3655.9 550,-3655.9 550,-3655.9 550,-3660.9 554.5,-3655.9 550,-3665.9 550,-3665.9\"/>\n",
       "</g>\n",
       "<!-- _plus35 -->\n",
       "<g id=\"node41\" class=\"node\"><title>_plus35</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"559,-3818 465,-3818 465,-3760 559,-3760 559,-3818\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-3785.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus35</text>\n",
       "</g>\n",
       "<!-- _plus35&#45;&gt;leaky_relu_9 -->\n",
       "<g id=\"edge44\" class=\"edge\"><title>_plus35&#45;&gt;leaky_relu_9</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M499.912,-3750.06C489.118,-3712.78 475,-3654.06 475,-3602 475,-3602 475,-3602 475,-3318 475,-3261.04 491.897,-3196.12 502.854,-3160.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"502.854,-3759.98 495.697,-3751.68 501.433,-3755.19 500.012,-3750.4 500.012,-3750.4 500.012,-3750.4 501.433,-3755.19 504.326,-3749.12 502.854,-3759.98 502.854,-3759.98\"/>\n",
       "</g>\n",
       "<!-- _plus35&#45;&gt;leaky_relu_11 -->\n",
       "<g id=\"edge43\" class=\"edge\"><title>_plus35&#45;&gt;leaky_relu_11</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M527.453,-3750.59C531.086,-3741.79 534.898,-3732.56 538.332,-3724.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"523.608,-3759.9 523.266,-3748.94 525.517,-3755.28 527.425,-3750.65 527.425,-3750.65 527.425,-3750.65 525.517,-3755.28 531.585,-3752.37 523.608,-3759.9 523.608,-3759.9\"/>\n",
       "</g>\n",
       "<!-- conv_12 -->\n",
       "<g id=\"node42\" class=\"node\"><title>conv_12</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-3912 503,-3912 503,-3854 597,-3854 597,-3912\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-3886.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-3871.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_12&#45;&gt;_plus35 -->\n",
       "<g id=\"edge45\" class=\"edge\"><title>conv_12&#45;&gt;_plus35</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M534.547,-3844.59C530.914,-3835.79 527.102,-3826.56 523.668,-3818.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"538.392,-3853.9 530.415,-3846.37 536.483,-3849.28 534.575,-3844.65 534.575,-3844.65 534.575,-3844.65 536.483,-3849.28 538.734,-3842.94 538.392,-3853.9 538.392,-3853.9\"/>\n",
       "</g>\n",
       "<!-- bn_12 -->\n",
       "<g id=\"node43\" class=\"node\"><title>bn_12</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-4006 503,-4006 503,-3948 597,-3948 597,-4006\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-3973.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_12</text>\n",
       "</g>\n",
       "<!-- bn_12&#45;&gt;conv_12 -->\n",
       "<g id=\"edge46\" class=\"edge\"><title>bn_12&#45;&gt;conv_12</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-3937.74C550,-3929.2 550,-3920.3 550,-3912.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-3947.9 545.5,-3937.9 550,-3942.9 550,-3937.9 550,-3937.9 550,-3937.9 550,-3942.9 554.5,-3937.9 550,-3947.9 550,-3947.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_12 -->\n",
       "<g id=\"node44\" class=\"node\"><title>leaky_relu_12</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-4100 503,-4100 503,-4042 597,-4042 597,-4100\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-4074.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-4059.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_12&#45;&gt;bn_12 -->\n",
       "<g id=\"edge47\" class=\"edge\"><title>leaky_relu_12&#45;&gt;bn_12</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-4031.74C550,-4023.2 550,-4014.3 550,-4006.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-4041.9 545.5,-4031.9 550,-4036.9 550,-4031.9 550,-4031.9 550,-4031.9 550,-4036.9 554.5,-4031.9 550,-4041.9 550,-4041.9\"/>\n",
       "</g>\n",
       "<!-- conv_13 -->\n",
       "<g id=\"node45\" class=\"node\"><title>conv_13</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-4194 503,-4194 503,-4136 597,-4136 597,-4194\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-4168.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-4153.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_13&#45;&gt;leaky_relu_12 -->\n",
       "<g id=\"edge48\" class=\"edge\"><title>conv_13&#45;&gt;leaky_relu_12</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-4125.74C550,-4117.2 550,-4108.3 550,-4100.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-4135.9 545.5,-4125.9 550,-4130.9 550,-4125.9 550,-4125.9 550,-4125.9 550,-4130.9 554.5,-4125.9 550,-4135.9 550,-4135.9\"/>\n",
       "</g>\n",
       "<!-- bn_13 -->\n",
       "<g id=\"node46\" class=\"node\"><title>bn_13</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-4288 503,-4288 503,-4230 597,-4230 597,-4288\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-4255.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_13</text>\n",
       "</g>\n",
       "<!-- bn_13&#45;&gt;conv_13 -->\n",
       "<g id=\"edge49\" class=\"edge\"><title>bn_13&#45;&gt;conv_13</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-4219.74C550,-4211.2 550,-4202.3 550,-4194.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-4229.9 545.5,-4219.9 550,-4224.9 550,-4219.9 550,-4219.9 550,-4219.9 550,-4224.9 554.5,-4219.9 550,-4229.9 550,-4229.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_13 -->\n",
       "<g id=\"node47\" class=\"node\"><title>leaky_relu_13</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-4382 503,-4382 503,-4324 597,-4324 597,-4382\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-4356.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-4341.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_13&#45;&gt;bn_13 -->\n",
       "<g id=\"edge50\" class=\"edge\"><title>leaky_relu_13&#45;&gt;bn_13</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-4313.74C550,-4305.2 550,-4296.3 550,-4288.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-4323.9 545.5,-4313.9 550,-4318.9 550,-4313.9 550,-4313.9 550,-4313.9 550,-4318.9 554.5,-4313.9 550,-4323.9 550,-4323.9\"/>\n",
       "</g>\n",
       "<!-- _plus36 -->\n",
       "<g id=\"node48\" class=\"node\"><title>_plus36</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"559,-4476 465,-4476 465,-4418 559,-4418 559,-4476\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-4443.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus36</text>\n",
       "</g>\n",
       "<!-- _plus36&#45;&gt;_plus35 -->\n",
       "<g id=\"edge52\" class=\"edge\"><title>_plus36&#45;&gt;_plus35</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M499.912,-4408.06C489.118,-4370.78 475,-4312.06 475,-4260 475,-4260 475,-4260 475,-3976 475,-3919.04 491.897,-3854.12 502.854,-3818.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"502.854,-4417.98 495.697,-4409.68 501.433,-4413.19 500.012,-4408.4 500.012,-4408.4 500.012,-4408.4 501.433,-4413.19 504.326,-4407.12 502.854,-4417.98 502.854,-4417.98\"/>\n",
       "</g>\n",
       "<!-- _plus36&#45;&gt;leaky_relu_13 -->\n",
       "<g id=\"edge51\" class=\"edge\"><title>_plus36&#45;&gt;leaky_relu_13</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M527.453,-4408.59C531.086,-4399.79 534.898,-4390.56 538.332,-4382.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"523.608,-4417.9 523.266,-4406.94 525.517,-4413.28 527.425,-4408.65 527.425,-4408.65 527.425,-4408.65 525.517,-4413.28 531.585,-4410.37 523.608,-4417.9 523.608,-4417.9\"/>\n",
       "</g>\n",
       "<!-- conv_14 -->\n",
       "<g id=\"node49\" class=\"node\"><title>conv_14</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-4570 503,-4570 503,-4512 597,-4512 597,-4570\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-4544.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-4529.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_14&#45;&gt;_plus36 -->\n",
       "<g id=\"edge53\" class=\"edge\"><title>conv_14&#45;&gt;_plus36</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M534.547,-4502.59C530.914,-4493.79 527.102,-4484.56 523.668,-4476.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"538.392,-4511.9 530.415,-4504.37 536.483,-4507.28 534.575,-4502.65 534.575,-4502.65 534.575,-4502.65 536.483,-4507.28 538.734,-4500.94 538.392,-4511.9 538.392,-4511.9\"/>\n",
       "</g>\n",
       "<!-- bn_14 -->\n",
       "<g id=\"node50\" class=\"node\"><title>bn_14</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-4664 503,-4664 503,-4606 597,-4606 597,-4664\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-4631.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_14</text>\n",
       "</g>\n",
       "<!-- bn_14&#45;&gt;conv_14 -->\n",
       "<g id=\"edge54\" class=\"edge\"><title>bn_14&#45;&gt;conv_14</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-4595.74C550,-4587.2 550,-4578.3 550,-4570.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-4605.9 545.5,-4595.9 550,-4600.9 550,-4595.9 550,-4595.9 550,-4595.9 550,-4600.9 554.5,-4595.9 550,-4605.9 550,-4605.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_14 -->\n",
       "<g id=\"node51\" class=\"node\"><title>leaky_relu_14</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-4758 503,-4758 503,-4700 597,-4700 597,-4758\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-4732.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-4717.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_14&#45;&gt;bn_14 -->\n",
       "<g id=\"edge55\" class=\"edge\"><title>leaky_relu_14&#45;&gt;bn_14</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-4689.74C550,-4681.2 550,-4672.3 550,-4664.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-4699.9 545.5,-4689.9 550,-4694.9 550,-4689.9 550,-4689.9 550,-4689.9 550,-4694.9 554.5,-4689.9 550,-4699.9 550,-4699.9\"/>\n",
       "</g>\n",
       "<!-- conv_15 -->\n",
       "<g id=\"node52\" class=\"node\"><title>conv_15</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-4852 503,-4852 503,-4794 597,-4794 597,-4852\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-4826.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-4811.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_15&#45;&gt;leaky_relu_14 -->\n",
       "<g id=\"edge56\" class=\"edge\"><title>conv_15&#45;&gt;leaky_relu_14</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-4783.74C550,-4775.2 550,-4766.3 550,-4758.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-4793.9 545.5,-4783.9 550,-4788.9 550,-4783.9 550,-4783.9 550,-4783.9 550,-4788.9 554.5,-4783.9 550,-4793.9 550,-4793.9\"/>\n",
       "</g>\n",
       "<!-- bn_15 -->\n",
       "<g id=\"node53\" class=\"node\"><title>bn_15</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-4946 503,-4946 503,-4888 597,-4888 597,-4946\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-4913.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_15</text>\n",
       "</g>\n",
       "<!-- bn_15&#45;&gt;conv_15 -->\n",
       "<g id=\"edge57\" class=\"edge\"><title>bn_15&#45;&gt;conv_15</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-4877.74C550,-4869.2 550,-4860.3 550,-4852.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-4887.9 545.5,-4877.9 550,-4882.9 550,-4877.9 550,-4877.9 550,-4877.9 550,-4882.9 554.5,-4877.9 550,-4887.9 550,-4887.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_15 -->\n",
       "<g id=\"node54\" class=\"node\"><title>leaky_relu_15</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-5040 503,-5040 503,-4982 597,-4982 597,-5040\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-5014.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-4999.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_15&#45;&gt;bn_15 -->\n",
       "<g id=\"edge58\" class=\"edge\"><title>leaky_relu_15&#45;&gt;bn_15</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-4971.74C550,-4963.2 550,-4954.3 550,-4946.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-4981.9 545.5,-4971.9 550,-4976.9 550,-4971.9 550,-4971.9 550,-4971.9 550,-4976.9 554.5,-4971.9 550,-4981.9 550,-4981.9\"/>\n",
       "</g>\n",
       "<!-- _plus37 -->\n",
       "<g id=\"node55\" class=\"node\"><title>_plus37</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"559,-5134 465,-5134 465,-5076 559,-5076 559,-5134\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-5101.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus37</text>\n",
       "</g>\n",
       "<!-- _plus37&#45;&gt;_plus36 -->\n",
       "<g id=\"edge60\" class=\"edge\"><title>_plus37&#45;&gt;_plus36</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M499.912,-5066.06C489.118,-5028.78 475,-4970.06 475,-4918 475,-4918 475,-4918 475,-4634 475,-4577.04 491.897,-4512.12 502.854,-4476.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"502.854,-5075.98 495.697,-5067.68 501.433,-5071.19 500.012,-5066.4 500.012,-5066.4 500.012,-5066.4 501.433,-5071.19 504.326,-5065.12 502.854,-5075.98 502.854,-5075.98\"/>\n",
       "</g>\n",
       "<!-- _plus37&#45;&gt;leaky_relu_15 -->\n",
       "<g id=\"edge59\" class=\"edge\"><title>_plus37&#45;&gt;leaky_relu_15</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M527.453,-5066.59C531.086,-5057.79 534.898,-5048.56 538.332,-5040.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"523.608,-5075.9 523.266,-5064.94 525.517,-5071.28 527.425,-5066.65 527.425,-5066.65 527.425,-5066.65 525.517,-5071.28 531.585,-5068.37 523.608,-5075.9 523.608,-5075.9\"/>\n",
       "</g>\n",
       "<!-- conv_16 -->\n",
       "<g id=\"node56\" class=\"node\"><title>conv_16</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-5228 503,-5228 503,-5170 597,-5170 597,-5228\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-5202.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-5187.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_16&#45;&gt;_plus37 -->\n",
       "<g id=\"edge61\" class=\"edge\"><title>conv_16&#45;&gt;_plus37</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M534.547,-5160.59C530.914,-5151.79 527.102,-5142.56 523.668,-5134.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"538.392,-5169.9 530.415,-5162.37 536.483,-5165.28 534.575,-5160.65 534.575,-5160.65 534.575,-5160.65 536.483,-5165.28 538.734,-5158.94 538.392,-5169.9 538.392,-5169.9\"/>\n",
       "</g>\n",
       "<!-- bn_16 -->\n",
       "<g id=\"node57\" class=\"node\"><title>bn_16</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-5322 503,-5322 503,-5264 597,-5264 597,-5322\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-5289.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_16</text>\n",
       "</g>\n",
       "<!-- bn_16&#45;&gt;conv_16 -->\n",
       "<g id=\"edge62\" class=\"edge\"><title>bn_16&#45;&gt;conv_16</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-5253.74C550,-5245.2 550,-5236.3 550,-5228.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-5263.9 545.5,-5253.9 550,-5258.9 550,-5253.9 550,-5253.9 550,-5253.9 550,-5258.9 554.5,-5253.9 550,-5263.9 550,-5263.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_16 -->\n",
       "<g id=\"node58\" class=\"node\"><title>leaky_relu_16</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-5416 503,-5416 503,-5358 597,-5358 597,-5416\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-5390.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-5375.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_16&#45;&gt;bn_16 -->\n",
       "<g id=\"edge63\" class=\"edge\"><title>leaky_relu_16&#45;&gt;bn_16</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-5347.74C550,-5339.2 550,-5330.3 550,-5322.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-5357.9 545.5,-5347.9 550,-5352.9 550,-5347.9 550,-5347.9 550,-5347.9 550,-5352.9 554.5,-5347.9 550,-5357.9 550,-5357.9\"/>\n",
       "</g>\n",
       "<!-- conv_17 -->\n",
       "<g id=\"node59\" class=\"node\"><title>conv_17</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-5510 503,-5510 503,-5452 597,-5452 597,-5510\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-5484.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-5469.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_17&#45;&gt;leaky_relu_16 -->\n",
       "<g id=\"edge64\" class=\"edge\"><title>conv_17&#45;&gt;leaky_relu_16</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-5441.74C550,-5433.2 550,-5424.3 550,-5416.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-5451.9 545.5,-5441.9 550,-5446.9 550,-5441.9 550,-5441.9 550,-5441.9 550,-5446.9 554.5,-5441.9 550,-5451.9 550,-5451.9\"/>\n",
       "</g>\n",
       "<!-- bn_17 -->\n",
       "<g id=\"node60\" class=\"node\"><title>bn_17</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-5604 503,-5604 503,-5546 597,-5546 597,-5604\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-5571.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_17</text>\n",
       "</g>\n",
       "<!-- bn_17&#45;&gt;conv_17 -->\n",
       "<g id=\"edge65\" class=\"edge\"><title>bn_17&#45;&gt;conv_17</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-5535.74C550,-5527.2 550,-5518.3 550,-5510.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-5545.9 545.5,-5535.9 550,-5540.9 550,-5535.9 550,-5535.9 550,-5535.9 550,-5540.9 554.5,-5535.9 550,-5545.9 550,-5545.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_17 -->\n",
       "<g id=\"node61\" class=\"node\"><title>leaky_relu_17</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-5698 503,-5698 503,-5640 597,-5640 597,-5698\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-5672.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-5657.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_17&#45;&gt;bn_17 -->\n",
       "<g id=\"edge66\" class=\"edge\"><title>leaky_relu_17&#45;&gt;bn_17</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-5629.74C550,-5621.2 550,-5612.3 550,-5604.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-5639.9 545.5,-5629.9 550,-5634.9 550,-5629.9 550,-5629.9 550,-5629.9 550,-5634.9 554.5,-5629.9 550,-5639.9 550,-5639.9\"/>\n",
       "</g>\n",
       "<!-- _plus38 -->\n",
       "<g id=\"node62\" class=\"node\"><title>_plus38</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"559,-5792 465,-5792 465,-5734 559,-5734 559,-5792\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-5759.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus38</text>\n",
       "</g>\n",
       "<!-- _plus38&#45;&gt;_plus37 -->\n",
       "<g id=\"edge68\" class=\"edge\"><title>_plus38&#45;&gt;_plus37</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M499.912,-5724.06C489.118,-5686.78 475,-5628.06 475,-5576 475,-5576 475,-5576 475,-5292 475,-5235.04 491.897,-5170.12 502.854,-5134.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"502.854,-5733.98 495.697,-5725.68 501.433,-5729.19 500.012,-5724.4 500.012,-5724.4 500.012,-5724.4 501.433,-5729.19 504.326,-5723.12 502.854,-5733.98 502.854,-5733.98\"/>\n",
       "</g>\n",
       "<!-- _plus38&#45;&gt;leaky_relu_17 -->\n",
       "<g id=\"edge67\" class=\"edge\"><title>_plus38&#45;&gt;leaky_relu_17</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M527.453,-5724.59C531.086,-5715.79 534.898,-5706.56 538.332,-5698.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"523.608,-5733.9 523.266,-5722.94 525.517,-5729.28 527.425,-5724.65 527.425,-5724.65 527.425,-5724.65 525.517,-5729.28 531.585,-5726.37 523.608,-5733.9 523.608,-5733.9\"/>\n",
       "</g>\n",
       "<!-- conv_18 -->\n",
       "<g id=\"node63\" class=\"node\"><title>conv_18</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-5886 503,-5886 503,-5828 597,-5828 597,-5886\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-5860.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-5845.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_18&#45;&gt;_plus38 -->\n",
       "<g id=\"edge69\" class=\"edge\"><title>conv_18&#45;&gt;_plus38</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M534.547,-5818.59C530.914,-5809.79 527.102,-5800.56 523.668,-5792.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"538.392,-5827.9 530.415,-5820.37 536.483,-5823.28 534.575,-5818.65 534.575,-5818.65 534.575,-5818.65 536.483,-5823.28 538.734,-5816.94 538.392,-5827.9 538.392,-5827.9\"/>\n",
       "</g>\n",
       "<!-- bn_18 -->\n",
       "<g id=\"node64\" class=\"node\"><title>bn_18</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-5980 503,-5980 503,-5922 597,-5922 597,-5980\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-5947.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_18</text>\n",
       "</g>\n",
       "<!-- bn_18&#45;&gt;conv_18 -->\n",
       "<g id=\"edge70\" class=\"edge\"><title>bn_18&#45;&gt;conv_18</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-5911.74C550,-5903.2 550,-5894.3 550,-5886.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-5921.9 545.5,-5911.9 550,-5916.9 550,-5911.9 550,-5911.9 550,-5911.9 550,-5916.9 554.5,-5911.9 550,-5921.9 550,-5921.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_18 -->\n",
       "<g id=\"node65\" class=\"node\"><title>leaky_relu_18</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-6074 503,-6074 503,-6016 597,-6016 597,-6074\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-6048.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-6033.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_18&#45;&gt;bn_18 -->\n",
       "<g id=\"edge71\" class=\"edge\"><title>leaky_relu_18&#45;&gt;bn_18</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-6005.74C550,-5997.2 550,-5988.3 550,-5980.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-6015.9 545.5,-6005.9 550,-6010.9 550,-6005.9 550,-6005.9 550,-6005.9 550,-6010.9 554.5,-6005.9 550,-6015.9 550,-6015.9\"/>\n",
       "</g>\n",
       "<!-- conv_19 -->\n",
       "<g id=\"node66\" class=\"node\"><title>conv_19</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-6168 503,-6168 503,-6110 597,-6110 597,-6168\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-6142.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-6127.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_19&#45;&gt;leaky_relu_18 -->\n",
       "<g id=\"edge72\" class=\"edge\"><title>conv_19&#45;&gt;leaky_relu_18</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-6099.74C550,-6091.2 550,-6082.3 550,-6074.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-6109.9 545.5,-6099.9 550,-6104.9 550,-6099.9 550,-6099.9 550,-6099.9 550,-6104.9 554.5,-6099.9 550,-6109.9 550,-6109.9\"/>\n",
       "</g>\n",
       "<!-- bn_19 -->\n",
       "<g id=\"node67\" class=\"node\"><title>bn_19</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-6262 503,-6262 503,-6204 597,-6204 597,-6262\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-6229.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_19</text>\n",
       "</g>\n",
       "<!-- bn_19&#45;&gt;conv_19 -->\n",
       "<g id=\"edge73\" class=\"edge\"><title>bn_19&#45;&gt;conv_19</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-6193.74C550,-6185.2 550,-6176.3 550,-6168.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-6203.9 545.5,-6193.9 550,-6198.9 550,-6193.9 550,-6193.9 550,-6193.9 550,-6198.9 554.5,-6193.9 550,-6203.9 550,-6203.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_19 -->\n",
       "<g id=\"node68\" class=\"node\"><title>leaky_relu_19</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-6356 503,-6356 503,-6298 597,-6298 597,-6356\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-6330.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-6315.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_19&#45;&gt;bn_19 -->\n",
       "<g id=\"edge74\" class=\"edge\"><title>leaky_relu_19&#45;&gt;bn_19</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-6287.74C550,-6279.2 550,-6270.3 550,-6262.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-6297.9 545.5,-6287.9 550,-6292.9 550,-6287.9 550,-6287.9 550,-6287.9 550,-6292.9 554.5,-6287.9 550,-6297.9 550,-6297.9\"/>\n",
       "</g>\n",
       "<!-- _plus39 -->\n",
       "<g id=\"node69\" class=\"node\"><title>_plus39</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"559,-6450 465,-6450 465,-6392 559,-6392 559,-6450\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-6417.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus39</text>\n",
       "</g>\n",
       "<!-- _plus39&#45;&gt;_plus38 -->\n",
       "<g id=\"edge76\" class=\"edge\"><title>_plus39&#45;&gt;_plus38</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M499.912,-6382.06C489.118,-6344.78 475,-6286.06 475,-6234 475,-6234 475,-6234 475,-5950 475,-5893.04 491.897,-5828.12 502.854,-5792.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"502.854,-6391.98 495.697,-6383.68 501.433,-6387.19 500.012,-6382.4 500.012,-6382.4 500.012,-6382.4 501.433,-6387.19 504.326,-6381.12 502.854,-6391.98 502.854,-6391.98\"/>\n",
       "</g>\n",
       "<!-- _plus39&#45;&gt;leaky_relu_19 -->\n",
       "<g id=\"edge75\" class=\"edge\"><title>_plus39&#45;&gt;leaky_relu_19</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M527.453,-6382.59C531.086,-6373.79 534.898,-6364.56 538.332,-6356.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"523.608,-6391.9 523.266,-6380.94 525.517,-6387.28 527.425,-6382.65 527.425,-6382.65 527.425,-6382.65 525.517,-6387.28 531.585,-6384.37 523.608,-6391.9 523.608,-6391.9\"/>\n",
       "</g>\n",
       "<!-- conv_20 -->\n",
       "<g id=\"node70\" class=\"node\"><title>conv_20</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-6544 503,-6544 503,-6486 597,-6486 597,-6544\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-6518.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-6503.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_20&#45;&gt;_plus39 -->\n",
       "<g id=\"edge77\" class=\"edge\"><title>conv_20&#45;&gt;_plus39</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M534.547,-6476.59C530.914,-6467.79 527.102,-6458.56 523.668,-6450.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"538.392,-6485.9 530.415,-6478.37 536.483,-6481.28 534.575,-6476.65 534.575,-6476.65 534.575,-6476.65 536.483,-6481.28 538.734,-6474.94 538.392,-6485.9 538.392,-6485.9\"/>\n",
       "</g>\n",
       "<!-- bn_20 -->\n",
       "<g id=\"node71\" class=\"node\"><title>bn_20</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-6638 503,-6638 503,-6580 597,-6580 597,-6638\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-6605.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_20</text>\n",
       "</g>\n",
       "<!-- bn_20&#45;&gt;conv_20 -->\n",
       "<g id=\"edge78\" class=\"edge\"><title>bn_20&#45;&gt;conv_20</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-6569.74C550,-6561.2 550,-6552.3 550,-6544.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-6579.9 545.5,-6569.9 550,-6574.9 550,-6569.9 550,-6569.9 550,-6569.9 550,-6574.9 554.5,-6569.9 550,-6579.9 550,-6579.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_20 -->\n",
       "<g id=\"node72\" class=\"node\"><title>leaky_relu_20</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-6732 503,-6732 503,-6674 597,-6674 597,-6732\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-6706.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-6691.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_20&#45;&gt;bn_20 -->\n",
       "<g id=\"edge79\" class=\"edge\"><title>leaky_relu_20&#45;&gt;bn_20</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-6663.74C550,-6655.2 550,-6646.3 550,-6638.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-6673.9 545.5,-6663.9 550,-6668.9 550,-6663.9 550,-6663.9 550,-6663.9 550,-6668.9 554.5,-6663.9 550,-6673.9 550,-6673.9\"/>\n",
       "</g>\n",
       "<!-- conv_21 -->\n",
       "<g id=\"node73\" class=\"node\"><title>conv_21</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-6826 503,-6826 503,-6768 597,-6768 597,-6826\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-6800.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-6785.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_21&#45;&gt;leaky_relu_20 -->\n",
       "<g id=\"edge80\" class=\"edge\"><title>conv_21&#45;&gt;leaky_relu_20</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-6757.74C550,-6749.2 550,-6740.3 550,-6732.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-6767.9 545.5,-6757.9 550,-6762.9 550,-6757.9 550,-6757.9 550,-6757.9 550,-6762.9 554.5,-6757.9 550,-6767.9 550,-6767.9\"/>\n",
       "</g>\n",
       "<!-- bn_21 -->\n",
       "<g id=\"node74\" class=\"node\"><title>bn_21</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-6920 503,-6920 503,-6862 597,-6862 597,-6920\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-6887.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_21</text>\n",
       "</g>\n",
       "<!-- bn_21&#45;&gt;conv_21 -->\n",
       "<g id=\"edge81\" class=\"edge\"><title>bn_21&#45;&gt;conv_21</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-6851.74C550,-6843.2 550,-6834.3 550,-6826.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-6861.9 545.5,-6851.9 550,-6856.9 550,-6851.9 550,-6851.9 550,-6851.9 550,-6856.9 554.5,-6851.9 550,-6861.9 550,-6861.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_21 -->\n",
       "<g id=\"node75\" class=\"node\"><title>leaky_relu_21</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-7014 503,-7014 503,-6956 597,-6956 597,-7014\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-6988.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-6973.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_21&#45;&gt;bn_21 -->\n",
       "<g id=\"edge82\" class=\"edge\"><title>leaky_relu_21&#45;&gt;bn_21</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-6945.74C550,-6937.2 550,-6928.3 550,-6920.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-6955.9 545.5,-6945.9 550,-6950.9 550,-6945.9 550,-6945.9 550,-6945.9 550,-6950.9 554.5,-6945.9 550,-6955.9 550,-6955.9\"/>\n",
       "</g>\n",
       "<!-- _plus40 -->\n",
       "<g id=\"node76\" class=\"node\"><title>_plus40</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"559,-7108 465,-7108 465,-7050 559,-7050 559,-7108\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-7075.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus40</text>\n",
       "</g>\n",
       "<!-- _plus40&#45;&gt;_plus39 -->\n",
       "<g id=\"edge84\" class=\"edge\"><title>_plus40&#45;&gt;_plus39</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M499.912,-7040.06C489.118,-7002.78 475,-6944.06 475,-6892 475,-6892 475,-6892 475,-6608 475,-6551.04 491.897,-6486.12 502.854,-6450.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"502.854,-7049.98 495.697,-7041.68 501.433,-7045.19 500.012,-7040.4 500.012,-7040.4 500.012,-7040.4 501.433,-7045.19 504.326,-7039.12 502.854,-7049.98 502.854,-7049.98\"/>\n",
       "</g>\n",
       "<!-- _plus40&#45;&gt;leaky_relu_21 -->\n",
       "<g id=\"edge83\" class=\"edge\"><title>_plus40&#45;&gt;leaky_relu_21</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M527.453,-7040.59C531.086,-7031.79 534.898,-7022.56 538.332,-7014.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"523.608,-7049.9 523.266,-7038.94 525.517,-7045.28 527.425,-7040.65 527.425,-7040.65 527.425,-7040.65 525.517,-7045.28 531.585,-7042.37 523.608,-7049.9 523.608,-7049.9\"/>\n",
       "</g>\n",
       "<!-- conv_22 -->\n",
       "<g id=\"node77\" class=\"node\"><title>conv_22</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-7202 503,-7202 503,-7144 597,-7144 597,-7202\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-7176.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-7161.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_22&#45;&gt;_plus40 -->\n",
       "<g id=\"edge85\" class=\"edge\"><title>conv_22&#45;&gt;_plus40</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M534.547,-7134.59C530.914,-7125.79 527.102,-7116.56 523.668,-7108.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"538.392,-7143.9 530.415,-7136.37 536.483,-7139.28 534.575,-7134.65 534.575,-7134.65 534.575,-7134.65 536.483,-7139.28 538.734,-7132.94 538.392,-7143.9 538.392,-7143.9\"/>\n",
       "</g>\n",
       "<!-- bn_22 -->\n",
       "<g id=\"node78\" class=\"node\"><title>bn_22</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-7296 503,-7296 503,-7238 597,-7238 597,-7296\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-7263.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_22</text>\n",
       "</g>\n",
       "<!-- bn_22&#45;&gt;conv_22 -->\n",
       "<g id=\"edge86\" class=\"edge\"><title>bn_22&#45;&gt;conv_22</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-7227.74C550,-7219.2 550,-7210.3 550,-7202.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-7237.9 545.5,-7227.9 550,-7232.9 550,-7227.9 550,-7227.9 550,-7227.9 550,-7232.9 554.5,-7227.9 550,-7237.9 550,-7237.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_22 -->\n",
       "<g id=\"node79\" class=\"node\"><title>leaky_relu_22</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-7390 503,-7390 503,-7332 597,-7332 597,-7390\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-7364.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-7349.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_22&#45;&gt;bn_22 -->\n",
       "<g id=\"edge87\" class=\"edge\"><title>leaky_relu_22&#45;&gt;bn_22</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-7321.74C550,-7313.2 550,-7304.3 550,-7296.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-7331.9 545.5,-7321.9 550,-7326.9 550,-7321.9 550,-7321.9 550,-7321.9 550,-7326.9 554.5,-7321.9 550,-7331.9 550,-7331.9\"/>\n",
       "</g>\n",
       "<!-- conv_23 -->\n",
       "<g id=\"node80\" class=\"node\"><title>conv_23</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-7484 503,-7484 503,-7426 597,-7426 597,-7484\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-7458.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-7443.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_23&#45;&gt;leaky_relu_22 -->\n",
       "<g id=\"edge88\" class=\"edge\"><title>conv_23&#45;&gt;leaky_relu_22</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-7415.74C550,-7407.2 550,-7398.3 550,-7390.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-7425.9 545.5,-7415.9 550,-7420.9 550,-7415.9 550,-7415.9 550,-7415.9 550,-7420.9 554.5,-7415.9 550,-7425.9 550,-7425.9\"/>\n",
       "</g>\n",
       "<!-- bn_23 -->\n",
       "<g id=\"node81\" class=\"node\"><title>bn_23</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-7578 503,-7578 503,-7520 597,-7520 597,-7578\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-7545.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_23</text>\n",
       "</g>\n",
       "<!-- bn_23&#45;&gt;conv_23 -->\n",
       "<g id=\"edge89\" class=\"edge\"><title>bn_23&#45;&gt;conv_23</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-7509.74C550,-7501.2 550,-7492.3 550,-7484.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-7519.9 545.5,-7509.9 550,-7514.9 550,-7509.9 550,-7509.9 550,-7509.9 550,-7514.9 554.5,-7509.9 550,-7519.9 550,-7519.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_23 -->\n",
       "<g id=\"node82\" class=\"node\"><title>leaky_relu_23</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-7672 503,-7672 503,-7614 597,-7614 597,-7672\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-7646.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-7631.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_23&#45;&gt;bn_23 -->\n",
       "<g id=\"edge90\" class=\"edge\"><title>leaky_relu_23&#45;&gt;bn_23</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-7603.74C550,-7595.2 550,-7586.3 550,-7578.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-7613.9 545.5,-7603.9 550,-7608.9 550,-7603.9 550,-7603.9 550,-7603.9 550,-7608.9 554.5,-7603.9 550,-7613.9 550,-7613.9\"/>\n",
       "</g>\n",
       "<!-- _plus41 -->\n",
       "<g id=\"node83\" class=\"node\"><title>_plus41</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"559,-7766 465,-7766 465,-7708 559,-7708 559,-7766\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-7733.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus41</text>\n",
       "</g>\n",
       "<!-- _plus41&#45;&gt;_plus40 -->\n",
       "<g id=\"edge92\" class=\"edge\"><title>_plus41&#45;&gt;_plus40</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M499.912,-7698.06C489.118,-7660.78 475,-7602.06 475,-7550 475,-7550 475,-7550 475,-7266 475,-7209.04 491.897,-7144.12 502.854,-7108.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"502.854,-7707.98 495.697,-7699.68 501.433,-7703.19 500.012,-7698.4 500.012,-7698.4 500.012,-7698.4 501.433,-7703.19 504.326,-7697.12 502.854,-7707.98 502.854,-7707.98\"/>\n",
       "</g>\n",
       "<!-- _plus41&#45;&gt;leaky_relu_23 -->\n",
       "<g id=\"edge91\" class=\"edge\"><title>_plus41&#45;&gt;leaky_relu_23</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M527.453,-7698.59C531.086,-7689.79 534.898,-7680.56 538.332,-7672.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"523.608,-7707.9 523.266,-7696.94 525.517,-7703.28 527.425,-7698.65 527.425,-7698.65 527.425,-7698.65 525.517,-7703.28 531.585,-7700.37 523.608,-7707.9 523.608,-7707.9\"/>\n",
       "</g>\n",
       "<!-- conv_24 -->\n",
       "<g id=\"node84\" class=\"node\"><title>conv_24</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-7860 503,-7860 503,-7802 597,-7802 597,-7860\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-7834.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-7819.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_24&#45;&gt;_plus41 -->\n",
       "<g id=\"edge93\" class=\"edge\"><title>conv_24&#45;&gt;_plus41</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M534.547,-7792.59C530.914,-7783.79 527.102,-7774.56 523.668,-7766.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"538.392,-7801.9 530.415,-7794.37 536.483,-7797.28 534.575,-7792.65 534.575,-7792.65 534.575,-7792.65 536.483,-7797.28 538.734,-7790.94 538.392,-7801.9 538.392,-7801.9\"/>\n",
       "</g>\n",
       "<!-- bn_24 -->\n",
       "<g id=\"node85\" class=\"node\"><title>bn_24</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-7954 503,-7954 503,-7896 597,-7896 597,-7954\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-7921.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_24</text>\n",
       "</g>\n",
       "<!-- bn_24&#45;&gt;conv_24 -->\n",
       "<g id=\"edge94\" class=\"edge\"><title>bn_24&#45;&gt;conv_24</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-7885.74C550,-7877.2 550,-7868.3 550,-7860.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-7895.9 545.5,-7885.9 550,-7890.9 550,-7885.9 550,-7885.9 550,-7885.9 550,-7890.9 554.5,-7885.9 550,-7895.9 550,-7895.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_24 -->\n",
       "<g id=\"node86\" class=\"node\"><title>leaky_relu_24</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-8048 503,-8048 503,-7990 597,-7990 597,-8048\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-8022.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-8007.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_24&#45;&gt;bn_24 -->\n",
       "<g id=\"edge95\" class=\"edge\"><title>leaky_relu_24&#45;&gt;bn_24</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-7979.74C550,-7971.2 550,-7962.3 550,-7954.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-7989.9 545.5,-7979.9 550,-7984.9 550,-7979.9 550,-7979.9 550,-7979.9 550,-7984.9 554.5,-7979.9 550,-7989.9 550,-7989.9\"/>\n",
       "</g>\n",
       "<!-- conv_25 -->\n",
       "<g id=\"node87\" class=\"node\"><title>conv_25</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-8142 503,-8142 503,-8084 597,-8084 597,-8142\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-8116.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-8101.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_25&#45;&gt;leaky_relu_24 -->\n",
       "<g id=\"edge96\" class=\"edge\"><title>conv_25&#45;&gt;leaky_relu_24</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-8073.74C550,-8065.2 550,-8056.3 550,-8048.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-8083.9 545.5,-8073.9 550,-8078.9 550,-8073.9 550,-8073.9 550,-8073.9 550,-8078.9 554.5,-8073.9 550,-8083.9 550,-8083.9\"/>\n",
       "</g>\n",
       "<!-- bn_25 -->\n",
       "<g id=\"node88\" class=\"node\"><title>bn_25</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-8236 503,-8236 503,-8178 597,-8178 597,-8236\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-8203.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_25</text>\n",
       "</g>\n",
       "<!-- bn_25&#45;&gt;conv_25 -->\n",
       "<g id=\"edge97\" class=\"edge\"><title>bn_25&#45;&gt;conv_25</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-8167.74C550,-8159.2 550,-8150.3 550,-8142.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-8177.9 545.5,-8167.9 550,-8172.9 550,-8167.9 550,-8167.9 550,-8167.9 550,-8172.9 554.5,-8167.9 550,-8177.9 550,-8177.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_25 -->\n",
       "<g id=\"node89\" class=\"node\"><title>leaky_relu_25</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-8330 503,-8330 503,-8272 597,-8272 597,-8330\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-8304.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-8289.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_25&#45;&gt;bn_25 -->\n",
       "<g id=\"edge98\" class=\"edge\"><title>leaky_relu_25&#45;&gt;bn_25</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-8261.74C550,-8253.2 550,-8244.3 550,-8236.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-8271.9 545.5,-8261.9 550,-8266.9 550,-8261.9 550,-8261.9 550,-8261.9 550,-8266.9 554.5,-8261.9 550,-8271.9 550,-8271.9\"/>\n",
       "</g>\n",
       "<!-- _plus42 -->\n",
       "<g id=\"node90\" class=\"node\"><title>_plus42</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"559,-8424 465,-8424 465,-8366 559,-8366 559,-8424\"/>\n",
       "<text text-anchor=\"middle\" x=\"512\" y=\"-8391.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus42</text>\n",
       "</g>\n",
       "<!-- _plus42&#45;&gt;_plus41 -->\n",
       "<g id=\"edge100\" class=\"edge\"><title>_plus42&#45;&gt;_plus41</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M499.912,-8356.06C489.118,-8318.78 475,-8260.06 475,-8208 475,-8208 475,-8208 475,-7924 475,-7867.04 491.897,-7802.12 502.854,-7766.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"502.854,-8365.98 495.697,-8357.68 501.433,-8361.19 500.012,-8356.4 500.012,-8356.4 500.012,-8356.4 501.433,-8361.19 504.326,-8355.12 502.854,-8365.98 502.854,-8365.98\"/>\n",
       "</g>\n",
       "<!-- _plus42&#45;&gt;leaky_relu_25 -->\n",
       "<g id=\"edge99\" class=\"edge\"><title>_plus42&#45;&gt;leaky_relu_25</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M527.453,-8356.59C531.086,-8347.79 534.898,-8338.56 538.332,-8330.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"523.608,-8365.9 523.266,-8354.94 525.517,-8361.28 527.425,-8356.65 527.425,-8356.65 527.425,-8356.65 525.517,-8361.28 531.585,-8358.37 523.608,-8365.9 523.608,-8365.9\"/>\n",
       "</g>\n",
       "<!-- conv_26 -->\n",
       "<g id=\"node91\" class=\"node\"><title>conv_26</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-8518 503,-8518 503,-8460 597,-8460 597,-8518\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-8492.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-8477.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/2x2, 512</text>\n",
       "</g>\n",
       "<!-- conv_26&#45;&gt;_plus42 -->\n",
       "<g id=\"edge101\" class=\"edge\"><title>conv_26&#45;&gt;_plus42</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M534.547,-8450.59C530.914,-8441.79 527.102,-8432.56 523.668,-8424.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"538.392,-8459.9 530.415,-8452.37 536.483,-8455.28 534.575,-8450.65 534.575,-8450.65 534.575,-8450.65 536.483,-8455.28 538.734,-8448.94 538.392,-8459.9 538.392,-8459.9\"/>\n",
       "</g>\n",
       "<!-- bn_26 -->\n",
       "<g id=\"node92\" class=\"node\"><title>bn_26</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-8612 503,-8612 503,-8554 597,-8554 597,-8612\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-8579.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_26</text>\n",
       "</g>\n",
       "<!-- bn_26&#45;&gt;conv_26 -->\n",
       "<g id=\"edge102\" class=\"edge\"><title>bn_26&#45;&gt;conv_26</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-8543.74C550,-8535.2 550,-8526.3 550,-8518.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-8553.9 545.5,-8543.9 550,-8548.9 550,-8543.9 550,-8543.9 550,-8543.9 550,-8548.9 554.5,-8543.9 550,-8553.9 550,-8553.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_26 -->\n",
       "<g id=\"node93\" class=\"node\"><title>leaky_relu_26</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-8706 503,-8706 503,-8648 597,-8648 597,-8706\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-8680.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-8665.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_26&#45;&gt;bn_26 -->\n",
       "<g id=\"edge103\" class=\"edge\"><title>leaky_relu_26&#45;&gt;bn_26</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-8637.74C550,-8629.2 550,-8620.3 550,-8612.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-8647.9 545.5,-8637.9 550,-8642.9 550,-8637.9 550,-8637.9 550,-8637.9 550,-8642.9 554.5,-8637.9 550,-8647.9 550,-8647.9\"/>\n",
       "</g>\n",
       "<!-- conv_27 -->\n",
       "<g id=\"node94\" class=\"node\"><title>conv_27</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-8800 503,-8800 503,-8742 597,-8742 597,-8800\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-8774.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-8759.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_27&#45;&gt;leaky_relu_26 -->\n",
       "<g id=\"edge104\" class=\"edge\"><title>conv_27&#45;&gt;leaky_relu_26</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-8731.74C550,-8723.2 550,-8714.3 550,-8706.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-8741.9 545.5,-8731.9 550,-8736.9 550,-8731.9 550,-8731.9 550,-8731.9 550,-8736.9 554.5,-8731.9 550,-8741.9 550,-8741.9\"/>\n",
       "</g>\n",
       "<!-- bn_27 -->\n",
       "<g id=\"node95\" class=\"node\"><title>bn_27</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-8894 503,-8894 503,-8836 597,-8836 597,-8894\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-8861.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_27</text>\n",
       "</g>\n",
       "<!-- bn_27&#45;&gt;conv_27 -->\n",
       "<g id=\"edge105\" class=\"edge\"><title>bn_27&#45;&gt;conv_27</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-8825.74C550,-8817.2 550,-8808.3 550,-8800.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-8835.9 545.5,-8825.9 550,-8830.9 550,-8825.9 550,-8825.9 550,-8825.9 550,-8830.9 554.5,-8825.9 550,-8835.9 550,-8835.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_27 -->\n",
       "<g id=\"node96\" class=\"node\"><title>leaky_relu_27</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-8988 503,-8988 503,-8930 597,-8930 597,-8988\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-8962.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-8947.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_27&#45;&gt;bn_27 -->\n",
       "<g id=\"edge106\" class=\"edge\"><title>leaky_relu_27&#45;&gt;bn_27</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-8919.74C550,-8911.2 550,-8902.3 550,-8894.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-8929.9 545.5,-8919.9 550,-8924.9 550,-8919.9 550,-8919.9 550,-8919.9 550,-8924.9 554.5,-8919.9 550,-8929.9 550,-8929.9\"/>\n",
       "</g>\n",
       "<!-- conv_28 -->\n",
       "<g id=\"node97\" class=\"node\"><title>conv_28</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-9082 503,-9082 503,-9024 597,-9024 597,-9082\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-9056.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-9041.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_28&#45;&gt;leaky_relu_27 -->\n",
       "<g id=\"edge107\" class=\"edge\"><title>conv_28&#45;&gt;leaky_relu_27</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-9013.74C550,-9005.2 550,-8996.3 550,-8988.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-9023.9 545.5,-9013.9 550,-9018.9 550,-9013.9 550,-9013.9 550,-9013.9 550,-9018.9 554.5,-9013.9 550,-9023.9 550,-9023.9\"/>\n",
       "</g>\n",
       "<!-- bn_28 -->\n",
       "<g id=\"node98\" class=\"node\"><title>bn_28</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-9176 503,-9176 503,-9118 597,-9118 597,-9176\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-9143.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_28</text>\n",
       "</g>\n",
       "<!-- bn_28&#45;&gt;conv_28 -->\n",
       "<g id=\"edge108\" class=\"edge\"><title>bn_28&#45;&gt;conv_28</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-9107.74C550,-9099.2 550,-9090.3 550,-9082.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-9117.9 545.5,-9107.9 550,-9112.9 550,-9107.9 550,-9107.9 550,-9107.9 550,-9112.9 554.5,-9107.9 550,-9117.9 550,-9117.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_28 -->\n",
       "<g id=\"node99\" class=\"node\"><title>leaky_relu_28</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-9270 503,-9270 503,-9212 597,-9212 597,-9270\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-9244.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-9229.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_28&#45;&gt;bn_28 -->\n",
       "<g id=\"edge109\" class=\"edge\"><title>leaky_relu_28&#45;&gt;bn_28</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-9201.74C550,-9193.2 550,-9184.3 550,-9176.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-9211.9 545.5,-9201.9 550,-9206.9 550,-9201.9 550,-9201.9 550,-9201.9 550,-9206.9 554.5,-9201.9 550,-9211.9 550,-9211.9\"/>\n",
       "</g>\n",
       "<!-- _plus43 -->\n",
       "<g id=\"node100\" class=\"node\"><title>_plus43</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"634,-9364 540,-9364 540,-9306 634,-9306 634,-9364\"/>\n",
       "<text text-anchor=\"middle\" x=\"587\" y=\"-9331.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus43</text>\n",
       "</g>\n",
       "<!-- _plus43&#45;&gt;leaky_relu_26 -->\n",
       "<g id=\"edge111\" class=\"edge\"><title>_plus43&#45;&gt;leaky_relu_26</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M599.511,-9295.76C610.584,-9258.48 625,-9199.97 625,-9148 625,-9148 625,-9148 625,-8864 625,-8809.12 629.208,-8791.73 606,-8742 599.881,-8728.89 590.24,-8716.44 580.671,-8706.06\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"596.491,-9305.69 595.096,-9294.81 597.946,-9300.91 599.401,-9296.12 599.401,-9296.12 599.401,-9296.12 597.946,-9300.91 603.706,-9297.43 596.491,-9305.69 596.491,-9305.69\"/>\n",
       "</g>\n",
       "<!-- _plus43&#45;&gt;leaky_relu_28 -->\n",
       "<g id=\"edge110\" class=\"edge\"><title>_plus43&#45;&gt;leaky_relu_28</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M571.954,-9296.59C568.417,-9287.79 564.705,-9278.56 561.361,-9270.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"575.698,-9305.9 567.791,-9298.3 573.832,-9301.26 571.966,-9296.62 571.966,-9296.62 571.966,-9296.62 573.832,-9301.26 576.141,-9294.94 575.698,-9305.9 575.698,-9305.9\"/>\n",
       "</g>\n",
       "<!-- conv_29 -->\n",
       "<g id=\"node101\" class=\"node\"><title>conv_29</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-9458 503,-9458 503,-9400 597,-9400 597,-9458\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-9432.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-9417.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_29&#45;&gt;_plus43 -->\n",
       "<g id=\"edge112\" class=\"edge\"><title>conv_29&#45;&gt;_plus43</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M565.046,-9390.59C568.583,-9381.79 572.295,-9372.56 575.639,-9364.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"561.302,-9399.9 560.859,-9388.94 563.168,-9395.26 565.034,-9390.62 565.034,-9390.62 565.034,-9390.62 563.168,-9395.26 569.209,-9392.3 561.302,-9399.9 561.302,-9399.9\"/>\n",
       "</g>\n",
       "<!-- bn_29 -->\n",
       "<g id=\"node102\" class=\"node\"><title>bn_29</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-9552 503,-9552 503,-9494 597,-9494 597,-9552\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-9519.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_29</text>\n",
       "</g>\n",
       "<!-- bn_29&#45;&gt;conv_29 -->\n",
       "<g id=\"edge113\" class=\"edge\"><title>bn_29&#45;&gt;conv_29</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-9483.74C550,-9475.2 550,-9466.3 550,-9458.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-9493.9 545.5,-9483.9 550,-9488.9 550,-9483.9 550,-9483.9 550,-9483.9 550,-9488.9 554.5,-9483.9 550,-9493.9 550,-9493.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_29 -->\n",
       "<g id=\"node103\" class=\"node\"><title>leaky_relu_29</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-9646 503,-9646 503,-9588 597,-9588 597,-9646\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-9620.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-9605.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_29&#45;&gt;bn_29 -->\n",
       "<g id=\"edge114\" class=\"edge\"><title>leaky_relu_29&#45;&gt;bn_29</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-9577.74C550,-9569.2 550,-9560.3 550,-9552.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-9587.9 545.5,-9577.9 550,-9582.9 550,-9577.9 550,-9577.9 550,-9577.9 550,-9582.9 554.5,-9577.9 550,-9587.9 550,-9587.9\"/>\n",
       "</g>\n",
       "<!-- conv_30 -->\n",
       "<g id=\"node104\" class=\"node\"><title>conv_30</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-9740 503,-9740 503,-9682 597,-9682 597,-9740\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-9714.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-9699.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_30&#45;&gt;leaky_relu_29 -->\n",
       "<g id=\"edge115\" class=\"edge\"><title>conv_30&#45;&gt;leaky_relu_29</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-9671.74C550,-9663.2 550,-9654.3 550,-9646.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-9681.9 545.5,-9671.9 550,-9676.9 550,-9671.9 550,-9671.9 550,-9671.9 550,-9676.9 554.5,-9671.9 550,-9681.9 550,-9681.9\"/>\n",
       "</g>\n",
       "<!-- bn_30 -->\n",
       "<g id=\"node105\" class=\"node\"><title>bn_30</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-9834 503,-9834 503,-9776 597,-9776 597,-9834\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-9801.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_30</text>\n",
       "</g>\n",
       "<!-- bn_30&#45;&gt;conv_30 -->\n",
       "<g id=\"edge116\" class=\"edge\"><title>bn_30&#45;&gt;conv_30</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-9765.74C550,-9757.2 550,-9748.3 550,-9740.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-9775.9 545.5,-9765.9 550,-9770.9 550,-9765.9 550,-9765.9 550,-9765.9 550,-9770.9 554.5,-9765.9 550,-9775.9 550,-9775.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_30 -->\n",
       "<g id=\"node106\" class=\"node\"><title>leaky_relu_30</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-9928 503,-9928 503,-9870 597,-9870 597,-9928\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-9902.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-9887.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_30&#45;&gt;bn_30 -->\n",
       "<g id=\"edge117\" class=\"edge\"><title>leaky_relu_30&#45;&gt;bn_30</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-9859.74C550,-9851.2 550,-9842.3 550,-9834.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-9869.9 545.5,-9859.9 550,-9864.9 550,-9859.9 550,-9859.9 550,-9859.9 550,-9864.9 554.5,-9859.9 550,-9869.9 550,-9869.9\"/>\n",
       "</g>\n",
       "<!-- _plus44 -->\n",
       "<g id=\"node107\" class=\"node\"><title>_plus44</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"634,-10022 540,-10022 540,-9964 634,-9964 634,-10022\"/>\n",
       "<text text-anchor=\"middle\" x=\"587\" y=\"-9989.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus44</text>\n",
       "</g>\n",
       "<!-- _plus44&#45;&gt;_plus43 -->\n",
       "<g id=\"edge119\" class=\"edge\"><title>_plus44&#45;&gt;_plus43</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M599.511,-9953.76C610.584,-9916.48 625,-9857.97 625,-9806 625,-9806 625,-9806 625,-9522 625,-9465.15 607.746,-9400.46 596.491,-9364.31\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"596.491,-9963.69 595.096,-9952.81 597.946,-9958.91 599.401,-9954.12 599.401,-9954.12 599.401,-9954.12 597.946,-9958.91 603.706,-9955.43 596.491,-9963.69 596.491,-9963.69\"/>\n",
       "</g>\n",
       "<!-- _plus44&#45;&gt;leaky_relu_30 -->\n",
       "<g id=\"edge118\" class=\"edge\"><title>_plus44&#45;&gt;leaky_relu_30</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M571.954,-9954.59C568.417,-9945.79 564.705,-9936.56 561.361,-9928.25\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"575.698,-9963.9 567.791,-9956.3 573.832,-9959.26 571.966,-9954.62 571.966,-9954.62 571.966,-9954.62 573.832,-9959.26 576.141,-9952.94 575.698,-9963.9 575.698,-9963.9\"/>\n",
       "</g>\n",
       "<!-- conv_31 -->\n",
       "<g id=\"node108\" class=\"node\"><title>conv_31</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-10116 503,-10116 503,-10058 597,-10058 597,-10116\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-10090.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-10075.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_31&#45;&gt;_plus44 -->\n",
       "<g id=\"edge120\" class=\"edge\"><title>conv_31&#45;&gt;_plus44</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M565.046,-10048.6C568.583,-10039.8 572.295,-10030.6 575.639,-10022.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"561.302,-10057.9 560.859,-10046.9 563.168,-10053.3 565.034,-10048.6 565.034,-10048.6 565.034,-10048.6 563.168,-10053.3 569.209,-10050.3 561.302,-10057.9 561.302,-10057.9\"/>\n",
       "</g>\n",
       "<!-- bn_31 -->\n",
       "<g id=\"node109\" class=\"node\"><title>bn_31</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-10210 503,-10210 503,-10152 597,-10152 597,-10210\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-10177.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_31</text>\n",
       "</g>\n",
       "<!-- bn_31&#45;&gt;conv_31 -->\n",
       "<g id=\"edge121\" class=\"edge\"><title>bn_31&#45;&gt;conv_31</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-10141.7C550,-10133.2 550,-10124.3 550,-10116.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-10151.9 545.5,-10141.9 550,-10146.9 550,-10141.9 550,-10141.9 550,-10141.9 550,-10146.9 554.5,-10141.9 550,-10151.9 550,-10151.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_31 -->\n",
       "<g id=\"node110\" class=\"node\"><title>leaky_relu_31</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-10304 503,-10304 503,-10246 597,-10246 597,-10304\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-10278.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-10263.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_31&#45;&gt;bn_31 -->\n",
       "<g id=\"edge122\" class=\"edge\"><title>leaky_relu_31&#45;&gt;bn_31</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-10235.7C550,-10227.2 550,-10218.3 550,-10210.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-10245.9 545.5,-10235.9 550,-10240.9 550,-10235.9 550,-10235.9 550,-10235.9 550,-10240.9 554.5,-10235.9 550,-10245.9 550,-10245.9\"/>\n",
       "</g>\n",
       "<!-- conv_32 -->\n",
       "<g id=\"node111\" class=\"node\"><title>conv_32</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-10398 503,-10398 503,-10340 597,-10340 597,-10398\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-10372.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-10357.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_32&#45;&gt;leaky_relu_31 -->\n",
       "<g id=\"edge123\" class=\"edge\"><title>conv_32&#45;&gt;leaky_relu_31</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-10329.7C550,-10321.2 550,-10312.3 550,-10304.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-10339.9 545.5,-10329.9 550,-10334.9 550,-10329.9 550,-10329.9 550,-10329.9 550,-10334.9 554.5,-10329.9 550,-10339.9 550,-10339.9\"/>\n",
       "</g>\n",
       "<!-- bn_32 -->\n",
       "<g id=\"node112\" class=\"node\"><title>bn_32</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-10492 503,-10492 503,-10434 597,-10434 597,-10492\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-10459.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_32</text>\n",
       "</g>\n",
       "<!-- bn_32&#45;&gt;conv_32 -->\n",
       "<g id=\"edge124\" class=\"edge\"><title>bn_32&#45;&gt;conv_32</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-10423.7C550,-10415.2 550,-10406.3 550,-10398.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-10433.9 545.5,-10423.9 550,-10428.9 550,-10423.9 550,-10423.9 550,-10423.9 550,-10428.9 554.5,-10423.9 550,-10433.9 550,-10433.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_32 -->\n",
       "<g id=\"node113\" class=\"node\"><title>leaky_relu_32</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-10586 503,-10586 503,-10528 597,-10528 597,-10586\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-10560.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-10545.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_32&#45;&gt;bn_32 -->\n",
       "<g id=\"edge125\" class=\"edge\"><title>leaky_relu_32&#45;&gt;bn_32</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-10517.7C550,-10509.2 550,-10500.3 550,-10492.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-10527.9 545.5,-10517.9 550,-10522.9 550,-10517.9 550,-10517.9 550,-10517.9 550,-10522.9 554.5,-10517.9 550,-10527.9 550,-10527.9\"/>\n",
       "</g>\n",
       "<!-- _plus45 -->\n",
       "<g id=\"node114\" class=\"node\"><title>_plus45</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"597,-10680 503,-10680 503,-10622 597,-10622 597,-10680\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-10647.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus45</text>\n",
       "</g>\n",
       "<!-- _plus45&#45;&gt;_plus44 -->\n",
       "<g id=\"edge127\" class=\"edge\"><title>_plus45&#45;&gt;_plus44</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M587.365,-10614.3C594.566,-10605.7 601.315,-10596 606,-10586 629.208,-10536.3 625,-10518.9 625,-10464 625,-10464 625,-10464 625,-10180 625,-10123.1 607.746,-10058.5 596.491,-10022.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"580.671,-10621.9 583.89,-10611.5 583.971,-10618.2 587.271,-10614.4 587.271,-10614.4 587.271,-10614.4 583.971,-10618.2 590.652,-10617.4 580.671,-10621.9 580.671,-10621.9\"/>\n",
       "</g>\n",
       "<!-- _plus45&#45;&gt;leaky_relu_32 -->\n",
       "<g id=\"edge126\" class=\"edge\"><title>_plus45&#45;&gt;leaky_relu_32</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-10611.7C550,-10603.2 550,-10594.3 550,-10586.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-10621.9 545.5,-10611.9 550,-10616.9 550,-10611.9 550,-10611.9 550,-10611.9 550,-10616.9 554.5,-10611.9 550,-10621.9 550,-10621.9\"/>\n",
       "</g>\n",
       "<!-- conv_33 -->\n",
       "<g id=\"node115\" class=\"node\"><title>conv_33</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-10774 503,-10774 503,-10716 597,-10716 597,-10774\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-10748.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-10733.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_33&#45;&gt;_plus45 -->\n",
       "<g id=\"edge128\" class=\"edge\"><title>conv_33&#45;&gt;_plus45</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-10705.7C550,-10697.2 550,-10688.3 550,-10680.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-10715.9 545.5,-10705.9 550,-10710.9 550,-10705.9 550,-10705.9 550,-10705.9 550,-10710.9 554.5,-10705.9 550,-10715.9 550,-10715.9\"/>\n",
       "</g>\n",
       "<!-- bn_33 -->\n",
       "<g id=\"node116\" class=\"node\"><title>bn_33</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-10868 503,-10868 503,-10810 597,-10810 597,-10868\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-10835.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_33</text>\n",
       "</g>\n",
       "<!-- bn_33&#45;&gt;conv_33 -->\n",
       "<g id=\"edge129\" class=\"edge\"><title>bn_33&#45;&gt;conv_33</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-10799.7C550,-10791.2 550,-10782.3 550,-10774.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-10809.9 545.5,-10799.9 550,-10804.9 550,-10799.9 550,-10799.9 550,-10799.9 550,-10804.9 554.5,-10799.9 550,-10809.9 550,-10809.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_33 -->\n",
       "<g id=\"node117\" class=\"node\"><title>leaky_relu_33</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-10962 503,-10962 503,-10904 597,-10904 597,-10962\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-10936.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-10921.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_33&#45;&gt;bn_33 -->\n",
       "<g id=\"edge130\" class=\"edge\"><title>leaky_relu_33&#45;&gt;bn_33</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-10893.7C550,-10885.2 550,-10876.3 550,-10868.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-10903.9 545.5,-10893.9 550,-10898.9 550,-10893.9 550,-10893.9 550,-10893.9 550,-10898.9 554.5,-10893.9 550,-10903.9 550,-10903.9\"/>\n",
       "</g>\n",
       "<!-- conv_34 -->\n",
       "<g id=\"node118\" class=\"node\"><title>conv_34</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-11056 503,-11056 503,-10998 597,-10998 597,-11056\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-11030.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-11015.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_34&#45;&gt;leaky_relu_33 -->\n",
       "<g id=\"edge131\" class=\"edge\"><title>conv_34&#45;&gt;leaky_relu_33</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-10987.7C550,-10979.2 550,-10970.3 550,-10962.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-10997.9 545.5,-10987.9 550,-10992.9 550,-10987.9 550,-10987.9 550,-10987.9 550,-10992.9 554.5,-10987.9 550,-10997.9 550,-10997.9\"/>\n",
       "</g>\n",
       "<!-- bn_34 -->\n",
       "<g id=\"node119\" class=\"node\"><title>bn_34</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-11150 503,-11150 503,-11092 597,-11092 597,-11150\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-11117.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_34</text>\n",
       "</g>\n",
       "<!-- bn_34&#45;&gt;conv_34 -->\n",
       "<g id=\"edge132\" class=\"edge\"><title>bn_34&#45;&gt;conv_34</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-11081.7C550,-11073.2 550,-11064.3 550,-11056.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-11091.9 545.5,-11081.9 550,-11086.9 550,-11081.9 550,-11081.9 550,-11081.9 550,-11086.9 554.5,-11081.9 550,-11091.9 550,-11091.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_34 -->\n",
       "<g id=\"node120\" class=\"node\"><title>leaky_relu_34</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-11244 503,-11244 503,-11186 597,-11186 597,-11244\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-11218.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-11203.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_34&#45;&gt;bn_34 -->\n",
       "<g id=\"edge133\" class=\"edge\"><title>leaky_relu_34&#45;&gt;bn_34</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-11175.7C550,-11167.2 550,-11158.3 550,-11150.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-11185.9 545.5,-11175.9 550,-11180.9 550,-11175.9 550,-11175.9 550,-11175.9 550,-11180.9 554.5,-11175.9 550,-11185.9 550,-11185.9\"/>\n",
       "</g>\n",
       "<!-- _plus46 -->\n",
       "<g id=\"node121\" class=\"node\"><title>_plus46</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"634,-11338 540,-11338 540,-11280 634,-11280 634,-11338\"/>\n",
       "<text text-anchor=\"middle\" x=\"587\" y=\"-11305.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus46</text>\n",
       "</g>\n",
       "<!-- _plus46&#45;&gt;_plus45 -->\n",
       "<g id=\"edge135\" class=\"edge\"><title>_plus46&#45;&gt;_plus45</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M599.511,-11269.8C610.584,-11232.5 625,-11174 625,-11122 625,-11122 625,-11122 625,-10838 625,-10783.1 629.208,-10765.7 606,-10716 599.881,-10702.9 590.24,-10690.4 580.671,-10680.1\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"596.491,-11279.7 595.096,-11268.8 597.946,-11274.9 599.401,-11270.1 599.401,-11270.1 599.401,-11270.1 597.946,-11274.9 603.706,-11271.4 596.491,-11279.7 596.491,-11279.7\"/>\n",
       "</g>\n",
       "<!-- _plus46&#45;&gt;leaky_relu_34 -->\n",
       "<g id=\"edge134\" class=\"edge\"><title>_plus46&#45;&gt;leaky_relu_34</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M571.954,-11270.6C568.417,-11261.8 564.705,-11252.6 561.361,-11244.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"575.698,-11279.9 567.791,-11272.3 573.832,-11275.3 571.966,-11270.6 571.966,-11270.6 571.966,-11270.6 573.832,-11275.3 576.141,-11268.9 575.698,-11279.9 575.698,-11279.9\"/>\n",
       "</g>\n",
       "<!-- conv_35 -->\n",
       "<g id=\"node122\" class=\"node\"><title>conv_35</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-11432 503,-11432 503,-11374 597,-11374 597,-11432\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-11406.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-11391.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_35&#45;&gt;_plus46 -->\n",
       "<g id=\"edge136\" class=\"edge\"><title>conv_35&#45;&gt;_plus46</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M565.046,-11364.6C568.583,-11355.8 572.295,-11346.6 575.639,-11338.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"561.302,-11373.9 560.859,-11362.9 563.168,-11369.3 565.034,-11364.6 565.034,-11364.6 565.034,-11364.6 563.168,-11369.3 569.209,-11366.3 561.302,-11373.9 561.302,-11373.9\"/>\n",
       "</g>\n",
       "<!-- bn_35 -->\n",
       "<g id=\"node123\" class=\"node\"><title>bn_35</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-11526 503,-11526 503,-11468 597,-11468 597,-11526\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-11493.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_35</text>\n",
       "</g>\n",
       "<!-- bn_35&#45;&gt;conv_35 -->\n",
       "<g id=\"edge137\" class=\"edge\"><title>bn_35&#45;&gt;conv_35</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-11457.7C550,-11449.2 550,-11440.3 550,-11432.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-11467.9 545.5,-11457.9 550,-11462.9 550,-11457.9 550,-11457.9 550,-11457.9 550,-11462.9 554.5,-11457.9 550,-11467.9 550,-11467.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_35 -->\n",
       "<g id=\"node124\" class=\"node\"><title>leaky_relu_35</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-11620 503,-11620 503,-11562 597,-11562 597,-11620\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-11594.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-11579.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_35&#45;&gt;bn_35 -->\n",
       "<g id=\"edge138\" class=\"edge\"><title>leaky_relu_35&#45;&gt;bn_35</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-11551.7C550,-11543.2 550,-11534.3 550,-11526.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-11561.9 545.5,-11551.9 550,-11556.9 550,-11551.9 550,-11551.9 550,-11551.9 550,-11556.9 554.5,-11551.9 550,-11561.9 550,-11561.9\"/>\n",
       "</g>\n",
       "<!-- conv_36 -->\n",
       "<g id=\"node125\" class=\"node\"><title>conv_36</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-11714 503,-11714 503,-11656 597,-11656 597,-11714\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-11688.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-11673.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_36&#45;&gt;leaky_relu_35 -->\n",
       "<g id=\"edge139\" class=\"edge\"><title>conv_36&#45;&gt;leaky_relu_35</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-11645.7C550,-11637.2 550,-11628.3 550,-11620.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-11655.9 545.5,-11645.9 550,-11650.9 550,-11645.9 550,-11645.9 550,-11645.9 550,-11650.9 554.5,-11645.9 550,-11655.9 550,-11655.9\"/>\n",
       "</g>\n",
       "<!-- bn_36 -->\n",
       "<g id=\"node126\" class=\"node\"><title>bn_36</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-11808 503,-11808 503,-11750 597,-11750 597,-11808\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-11775.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_36</text>\n",
       "</g>\n",
       "<!-- bn_36&#45;&gt;conv_36 -->\n",
       "<g id=\"edge140\" class=\"edge\"><title>bn_36&#45;&gt;conv_36</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-11739.7C550,-11731.2 550,-11722.3 550,-11714.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-11749.9 545.5,-11739.9 550,-11744.9 550,-11739.9 550,-11739.9 550,-11739.9 550,-11744.9 554.5,-11739.9 550,-11749.9 550,-11749.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_36 -->\n",
       "<g id=\"node127\" class=\"node\"><title>leaky_relu_36</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-11902 503,-11902 503,-11844 597,-11844 597,-11902\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-11876.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-11861.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_36&#45;&gt;bn_36 -->\n",
       "<g id=\"edge141\" class=\"edge\"><title>leaky_relu_36&#45;&gt;bn_36</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-11833.7C550,-11825.2 550,-11816.3 550,-11808.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-11843.9 545.5,-11833.9 550,-11838.9 550,-11833.9 550,-11833.9 550,-11833.9 550,-11838.9 554.5,-11833.9 550,-11843.9 550,-11843.9\"/>\n",
       "</g>\n",
       "<!-- _plus47 -->\n",
       "<g id=\"node128\" class=\"node\"><title>_plus47</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"634,-11996 540,-11996 540,-11938 634,-11938 634,-11996\"/>\n",
       "<text text-anchor=\"middle\" x=\"587\" y=\"-11963.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus47</text>\n",
       "</g>\n",
       "<!-- _plus47&#45;&gt;_plus46 -->\n",
       "<g id=\"edge143\" class=\"edge\"><title>_plus47&#45;&gt;_plus46</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M599.511,-11927.8C610.584,-11890.5 625,-11832 625,-11780 625,-11780 625,-11780 625,-11496 625,-11439.1 607.746,-11374.5 596.491,-11338.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"596.491,-11937.7 595.096,-11926.8 597.946,-11932.9 599.401,-11928.1 599.401,-11928.1 599.401,-11928.1 597.946,-11932.9 603.706,-11929.4 596.491,-11937.7 596.491,-11937.7\"/>\n",
       "</g>\n",
       "<!-- _plus47&#45;&gt;leaky_relu_36 -->\n",
       "<g id=\"edge142\" class=\"edge\"><title>_plus47&#45;&gt;leaky_relu_36</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M571.954,-11928.6C568.417,-11919.8 564.705,-11910.6 561.361,-11902.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"575.698,-11937.9 567.791,-11930.3 573.832,-11933.3 571.966,-11928.6 571.966,-11928.6 571.966,-11928.6 573.832,-11933.3 576.141,-11926.9 575.698,-11937.9 575.698,-11937.9\"/>\n",
       "</g>\n",
       "<!-- conv_37 -->\n",
       "<g id=\"node129\" class=\"node\"><title>conv_37</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-12090 503,-12090 503,-12032 597,-12032 597,-12090\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-12064.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-12049.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_37&#45;&gt;_plus47 -->\n",
       "<g id=\"edge144\" class=\"edge\"><title>conv_37&#45;&gt;_plus47</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M565.046,-12022.6C568.583,-12013.8 572.295,-12004.6 575.639,-11996.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"561.302,-12031.9 560.859,-12020.9 563.168,-12027.3 565.034,-12022.6 565.034,-12022.6 565.034,-12022.6 563.168,-12027.3 569.209,-12024.3 561.302,-12031.9 561.302,-12031.9\"/>\n",
       "</g>\n",
       "<!-- bn_37 -->\n",
       "<g id=\"node130\" class=\"node\"><title>bn_37</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-12184 503,-12184 503,-12126 597,-12126 597,-12184\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-12151.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_37</text>\n",
       "</g>\n",
       "<!-- bn_37&#45;&gt;conv_37 -->\n",
       "<g id=\"edge145\" class=\"edge\"><title>bn_37&#45;&gt;conv_37</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-12115.7C550,-12107.2 550,-12098.3 550,-12090.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-12125.9 545.5,-12115.9 550,-12120.9 550,-12115.9 550,-12115.9 550,-12115.9 550,-12120.9 554.5,-12115.9 550,-12125.9 550,-12125.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_37 -->\n",
       "<g id=\"node131\" class=\"node\"><title>leaky_relu_37</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-12278 503,-12278 503,-12220 597,-12220 597,-12278\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-12252.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-12237.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_37&#45;&gt;bn_37 -->\n",
       "<g id=\"edge146\" class=\"edge\"><title>leaky_relu_37&#45;&gt;bn_37</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-12209.7C550,-12201.2 550,-12192.3 550,-12184.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-12219.9 545.5,-12209.9 550,-12214.9 550,-12209.9 550,-12209.9 550,-12209.9 550,-12214.9 554.5,-12209.9 550,-12219.9 550,-12219.9\"/>\n",
       "</g>\n",
       "<!-- conv_38 -->\n",
       "<g id=\"node132\" class=\"node\"><title>conv_38</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-12372 503,-12372 503,-12314 597,-12314 597,-12372\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-12346.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-12331.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_38&#45;&gt;leaky_relu_37 -->\n",
       "<g id=\"edge147\" class=\"edge\"><title>conv_38&#45;&gt;leaky_relu_37</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-12303.7C550,-12295.2 550,-12286.3 550,-12278.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-12313.9 545.5,-12303.9 550,-12308.9 550,-12303.9 550,-12303.9 550,-12303.9 550,-12308.9 554.5,-12303.9 550,-12313.9 550,-12313.9\"/>\n",
       "</g>\n",
       "<!-- bn_38 -->\n",
       "<g id=\"node133\" class=\"node\"><title>bn_38</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-12466 503,-12466 503,-12408 597,-12408 597,-12466\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-12433.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_38</text>\n",
       "</g>\n",
       "<!-- bn_38&#45;&gt;conv_38 -->\n",
       "<g id=\"edge148\" class=\"edge\"><title>bn_38&#45;&gt;conv_38</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-12397.7C550,-12389.2 550,-12380.3 550,-12372.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-12407.9 545.5,-12397.9 550,-12402.9 550,-12397.9 550,-12397.9 550,-12397.9 550,-12402.9 554.5,-12397.9 550,-12407.9 550,-12407.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_38 -->\n",
       "<g id=\"node134\" class=\"node\"><title>leaky_relu_38</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-12560 503,-12560 503,-12502 597,-12502 597,-12560\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-12534.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-12519.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_38&#45;&gt;bn_38 -->\n",
       "<g id=\"edge149\" class=\"edge\"><title>leaky_relu_38&#45;&gt;bn_38</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-12491.7C550,-12483.2 550,-12474.3 550,-12466.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-12501.9 545.5,-12491.9 550,-12496.9 550,-12491.9 550,-12491.9 550,-12491.9 550,-12496.9 554.5,-12491.9 550,-12501.9 550,-12501.9\"/>\n",
       "</g>\n",
       "<!-- _plus48 -->\n",
       "<g id=\"node135\" class=\"node\"><title>_plus48</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"634,-12654 540,-12654 540,-12596 634,-12596 634,-12654\"/>\n",
       "<text text-anchor=\"middle\" x=\"587\" y=\"-12621.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus48</text>\n",
       "</g>\n",
       "<!-- _plus48&#45;&gt;_plus47 -->\n",
       "<g id=\"edge151\" class=\"edge\"><title>_plus48&#45;&gt;_plus47</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M599.511,-12585.8C610.584,-12548.5 625,-12490 625,-12438 625,-12438 625,-12438 625,-12154 625,-12097.1 607.746,-12032.5 596.491,-11996.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"596.491,-12595.7 595.096,-12584.8 597.946,-12590.9 599.401,-12586.1 599.401,-12586.1 599.401,-12586.1 597.946,-12590.9 603.706,-12587.4 596.491,-12595.7 596.491,-12595.7\"/>\n",
       "</g>\n",
       "<!-- _plus48&#45;&gt;leaky_relu_38 -->\n",
       "<g id=\"edge150\" class=\"edge\"><title>_plus48&#45;&gt;leaky_relu_38</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M571.954,-12586.6C568.417,-12577.8 564.705,-12568.6 561.361,-12560.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"575.698,-12595.9 567.791,-12588.3 573.832,-12591.3 571.966,-12586.6 571.966,-12586.6 571.966,-12586.6 573.832,-12591.3 576.141,-12584.9 575.698,-12595.9 575.698,-12595.9\"/>\n",
       "</g>\n",
       "<!-- conv_39 -->\n",
       "<g id=\"node136\" class=\"node\"><title>conv_39</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"615,-12748 521,-12748 521,-12690 615,-12690 615,-12748\"/>\n",
       "<text text-anchor=\"middle\" x=\"568\" y=\"-12722.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"568\" y=\"-12707.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_39&#45;&gt;_plus48 -->\n",
       "<g id=\"edge152\" class=\"edge\"><title>conv_39&#45;&gt;_plus48</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M575.843,-12680C577.624,-12671.4 579.485,-12662.4 581.166,-12654.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"573.804,-12689.9 571.419,-12679.2 574.815,-12685 575.826,-12680.1 575.826,-12680.1 575.826,-12680.1 574.815,-12685 580.233,-12681 573.804,-12689.9 573.804,-12689.9\"/>\n",
       "</g>\n",
       "<!-- bn_39 -->\n",
       "<g id=\"node137\" class=\"node\"><title>bn_39</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"615,-12842 521,-12842 521,-12784 615,-12784 615,-12842\"/>\n",
       "<text text-anchor=\"middle\" x=\"568\" y=\"-12809.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_39</text>\n",
       "</g>\n",
       "<!-- bn_39&#45;&gt;conv_39 -->\n",
       "<g id=\"edge153\" class=\"edge\"><title>bn_39&#45;&gt;conv_39</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M568,-12773.7C568,-12765.2 568,-12756.3 568,-12748.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"568,-12783.9 563.5,-12773.9 568,-12778.9 568,-12773.9 568,-12773.9 568,-12773.9 568,-12778.9 572.5,-12773.9 568,-12783.9 568,-12783.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_39 -->\n",
       "<g id=\"node138\" class=\"node\"><title>leaky_relu_39</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"615,-12936 521,-12936 521,-12878 615,-12878 615,-12936\"/>\n",
       "<text text-anchor=\"middle\" x=\"568\" y=\"-12910.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"568\" y=\"-12895.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_39&#45;&gt;bn_39 -->\n",
       "<g id=\"edge154\" class=\"edge\"><title>leaky_relu_39&#45;&gt;bn_39</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M568,-12867.7C568,-12859.2 568,-12850.3 568,-12842.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"568,-12877.9 563.5,-12867.9 568,-12872.9 568,-12867.9 568,-12867.9 568,-12867.9 568,-12872.9 572.5,-12867.9 568,-12877.9 568,-12877.9\"/>\n",
       "</g>\n",
       "<!-- conv_40 -->\n",
       "<g id=\"node139\" class=\"node\"><title>conv_40</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"615,-13030 521,-13030 521,-12972 615,-12972 615,-13030\"/>\n",
       "<text text-anchor=\"middle\" x=\"568\" y=\"-13004.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"568\" y=\"-12989.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_40&#45;&gt;leaky_relu_39 -->\n",
       "<g id=\"edge155\" class=\"edge\"><title>conv_40&#45;&gt;leaky_relu_39</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M568,-12961.7C568,-12953.2 568,-12944.3 568,-12936.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"568,-12971.9 563.5,-12961.9 568,-12966.9 568,-12961.9 568,-12961.9 568,-12961.9 568,-12966.9 572.5,-12961.9 568,-12971.9 568,-12971.9\"/>\n",
       "</g>\n",
       "<!-- bn_40 -->\n",
       "<g id=\"node140\" class=\"node\"><title>bn_40</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"615,-13124 521,-13124 521,-13066 615,-13066 615,-13124\"/>\n",
       "<text text-anchor=\"middle\" x=\"568\" y=\"-13091.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_40</text>\n",
       "</g>\n",
       "<!-- bn_40&#45;&gt;conv_40 -->\n",
       "<g id=\"edge156\" class=\"edge\"><title>bn_40&#45;&gt;conv_40</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M568,-13055.7C568,-13047.2 568,-13038.3 568,-13030.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"568,-13065.9 563.5,-13055.9 568,-13060.9 568,-13055.9 568,-13055.9 568,-13055.9 568,-13060.9 572.5,-13055.9 568,-13065.9 568,-13065.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_40 -->\n",
       "<g id=\"node141\" class=\"node\"><title>leaky_relu_40</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"615,-13218 521,-13218 521,-13160 615,-13160 615,-13218\"/>\n",
       "<text text-anchor=\"middle\" x=\"568\" y=\"-13192.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"568\" y=\"-13177.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_40&#45;&gt;bn_40 -->\n",
       "<g id=\"edge157\" class=\"edge\"><title>leaky_relu_40&#45;&gt;bn_40</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M568,-13149.7C568,-13141.2 568,-13132.3 568,-13124.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"568,-13159.9 563.5,-13149.9 568,-13154.9 568,-13149.9 568,-13149.9 568,-13149.9 568,-13154.9 572.5,-13149.9 568,-13159.9 568,-13159.9\"/>\n",
       "</g>\n",
       "<!-- _plus49 -->\n",
       "<g id=\"node142\" class=\"node\"><title>_plus49</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"615,-13312 521,-13312 521,-13254 615,-13254 615,-13312\"/>\n",
       "<text text-anchor=\"middle\" x=\"568\" y=\"-13279.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus49</text>\n",
       "</g>\n",
       "<!-- _plus49&#45;&gt;_plus48 -->\n",
       "<g id=\"edge159\" class=\"edge\"><title>_plus49&#45;&gt;_plus48</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M605.365,-13246.3C612.566,-13237.7 619.315,-13228 624,-13218 647.208,-13168.3 643,-13150.9 643,-13096 643,-13096 643,-13096 643,-12812 643,-12757.1 642.266,-12741.7 624,-12690 619.642,-12677.7 612.884,-12665 606.329,-12654.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"598.671,-13253.9 601.89,-13243.5 601.971,-13250.2 605.271,-13246.4 605.271,-13246.4 605.271,-13246.4 601.971,-13250.2 608.652,-13249.4 598.671,-13253.9 598.671,-13253.9\"/>\n",
       "</g>\n",
       "<!-- _plus49&#45;&gt;leaky_relu_40 -->\n",
       "<g id=\"edge158\" class=\"edge\"><title>_plus49&#45;&gt;leaky_relu_40</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M568,-13243.7C568,-13235.2 568,-13226.3 568,-13218.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"568,-13253.9 563.5,-13243.9 568,-13248.9 568,-13243.9 568,-13243.9 568,-13243.9 568,-13248.9 572.5,-13243.9 568,-13253.9 568,-13253.9\"/>\n",
       "</g>\n",
       "<!-- conv_41 -->\n",
       "<g id=\"node143\" class=\"node\"><title>conv_41</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-13406 503,-13406 503,-13348 597,-13348 597,-13406\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-13380.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-13365.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_41&#45;&gt;_plus49 -->\n",
       "<g id=\"edge160\" class=\"edge\"><title>conv_41&#45;&gt;_plus49</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M557.43,-13338C559.117,-13329.4 560.881,-13320.4 562.473,-13312.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"555.498,-13347.9 553.002,-13337.2 556.458,-13343 557.419,-13338.1 557.419,-13338.1 557.419,-13338.1 556.458,-13343 561.835,-13338.9 555.498,-13347.9 555.498,-13347.9\"/>\n",
       "</g>\n",
       "<!-- bn_41 -->\n",
       "<g id=\"node144\" class=\"node\"><title>bn_41</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-13500 503,-13500 503,-13442 597,-13442 597,-13500\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-13467.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_41</text>\n",
       "</g>\n",
       "<!-- bn_41&#45;&gt;conv_41 -->\n",
       "<g id=\"edge161\" class=\"edge\"><title>bn_41&#45;&gt;conv_41</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-13431.7C550,-13423.2 550,-13414.3 550,-13406.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-13441.9 545.5,-13431.9 550,-13436.9 550,-13431.9 550,-13431.9 550,-13431.9 550,-13436.9 554.5,-13431.9 550,-13441.9 550,-13441.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_41 -->\n",
       "<g id=\"node145\" class=\"node\"><title>leaky_relu_41</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-13594 503,-13594 503,-13536 597,-13536 597,-13594\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-13568.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-13553.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_41&#45;&gt;bn_41 -->\n",
       "<g id=\"edge162\" class=\"edge\"><title>leaky_relu_41&#45;&gt;bn_41</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-13525.7C550,-13517.2 550,-13508.3 550,-13500.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-13535.9 545.5,-13525.9 550,-13530.9 550,-13525.9 550,-13525.9 550,-13525.9 550,-13530.9 554.5,-13525.9 550,-13535.9 550,-13535.9\"/>\n",
       "</g>\n",
       "<!-- conv_42 -->\n",
       "<g id=\"node146\" class=\"node\"><title>conv_42</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"597,-13688 503,-13688 503,-13630 597,-13630 597,-13688\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-13662.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-13647.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_42&#45;&gt;leaky_relu_41 -->\n",
       "<g id=\"edge163\" class=\"edge\"><title>conv_42&#45;&gt;leaky_relu_41</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-13619.7C550,-13611.2 550,-13602.3 550,-13594.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-13629.9 545.5,-13619.9 550,-13624.9 550,-13619.9 550,-13619.9 550,-13619.9 550,-13624.9 554.5,-13619.9 550,-13629.9 550,-13629.9\"/>\n",
       "</g>\n",
       "<!-- bn_42 -->\n",
       "<g id=\"node147\" class=\"node\"><title>bn_42</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"597,-13782 503,-13782 503,-13724 597,-13724 597,-13782\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-13749.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_42</text>\n",
       "</g>\n",
       "<!-- bn_42&#45;&gt;conv_42 -->\n",
       "<g id=\"edge164\" class=\"edge\"><title>bn_42&#45;&gt;conv_42</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-13713.7C550,-13705.2 550,-13696.3 550,-13688.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-13723.9 545.5,-13713.9 550,-13718.9 550,-13713.9 550,-13713.9 550,-13713.9 550,-13718.9 554.5,-13713.9 550,-13723.9 550,-13723.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_42 -->\n",
       "<g id=\"node148\" class=\"node\"><title>leaky_relu_42</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"597,-13876 503,-13876 503,-13818 597,-13818 597,-13876\"/>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-13850.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"550\" y=\"-13835.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_42&#45;&gt;bn_42 -->\n",
       "<g id=\"edge165\" class=\"edge\"><title>leaky_relu_42&#45;&gt;bn_42</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M550,-13807.7C550,-13799.2 550,-13790.3 550,-13782.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"550,-13817.9 545.5,-13807.9 550,-13812.9 550,-13807.9 550,-13807.9 550,-13807.9 550,-13812.9 554.5,-13807.9 550,-13817.9 550,-13817.9\"/>\n",
       "</g>\n",
       "<!-- _plus50 -->\n",
       "<g id=\"node149\" class=\"node\"><title>_plus50</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"616,-13970 522,-13970 522,-13912 616,-13912 616,-13970\"/>\n",
       "<text text-anchor=\"middle\" x=\"569\" y=\"-13937.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus50</text>\n",
       "</g>\n",
       "<!-- _plus50&#45;&gt;_plus49 -->\n",
       "<g id=\"edge167\" class=\"edge\"><title>_plus50&#45;&gt;_plus49</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M593.394,-13903.1C598.209,-13894.5 602.766,-13885.2 606,-13876 624.266,-13824.3 625,-13808.9 625,-13754 625,-13754 625,-13754 625,-13470 625,-13415.1 624.567,-13399.6 606,-13348 601.54,-13335.6 594.602,-13322.9 587.868,-13312.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"588.329,-13911.8 589.487,-13900.9 590.851,-13907.5 593.373,-13903.2 593.373,-13903.2 593.373,-13903.2 590.851,-13907.5 597.258,-13905.4 588.329,-13911.8 588.329,-13911.8\"/>\n",
       "</g>\n",
       "<!-- _plus50&#45;&gt;leaky_relu_42 -->\n",
       "<g id=\"edge166\" class=\"edge\"><title>_plus50&#45;&gt;leaky_relu_42</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M561.157,-13902C559.376,-13893.4 557.515,-13884.4 555.834,-13876.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"563.196,-13911.9 556.767,-13903 562.185,-13907 561.174,-13902.1 561.174,-13902.1 561.174,-13902.1 562.185,-13907 565.581,-13901.2 563.196,-13911.9 563.196,-13911.9\"/>\n",
       "</g>\n",
       "<!-- conv_43 -->\n",
       "<g id=\"node150\" class=\"node\"><title>conv_43</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"635,-14064 541,-14064 541,-14006 635,-14006 635,-14064\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-14038.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-14023.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/2x2, 1024</text>\n",
       "</g>\n",
       "<!-- conv_43&#45;&gt;_plus50 -->\n",
       "<g id=\"edge168\" class=\"edge\"><title>conv_43&#45;&gt;_plus50</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M580.157,-13996C578.376,-13987.4 576.515,-13978.4 574.834,-13970.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"582.196,-14005.9 575.767,-13997 581.185,-14001 580.174,-13996.1 580.174,-13996.1 580.174,-13996.1 581.185,-14001 584.581,-13995.2 582.196,-14005.9 582.196,-14005.9\"/>\n",
       "</g>\n",
       "<!-- bn_43 -->\n",
       "<g id=\"node151\" class=\"node\"><title>bn_43</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"635,-14158 541,-14158 541,-14100 635,-14100 635,-14158\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-14125.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_43</text>\n",
       "</g>\n",
       "<!-- bn_43&#45;&gt;conv_43 -->\n",
       "<g id=\"edge169\" class=\"edge\"><title>bn_43&#45;&gt;conv_43</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M588,-14089.7C588,-14081.2 588,-14072.3 588,-14064.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"588,-14099.9 583.5,-14089.9 588,-14094.9 588,-14089.9 588,-14089.9 588,-14089.9 588,-14094.9 592.5,-14089.9 588,-14099.9 588,-14099.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_43 -->\n",
       "<g id=\"node152\" class=\"node\"><title>leaky_relu_43</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"635,-14252 541,-14252 541,-14194 635,-14194 635,-14252\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-14226.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-14211.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_43&#45;&gt;bn_43 -->\n",
       "<g id=\"edge170\" class=\"edge\"><title>leaky_relu_43&#45;&gt;bn_43</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M588,-14183.7C588,-14175.2 588,-14166.3 588,-14158.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"588,-14193.9 583.5,-14183.9 588,-14188.9 588,-14183.9 588,-14183.9 588,-14183.9 588,-14188.9 592.5,-14183.9 588,-14193.9 588,-14193.9\"/>\n",
       "</g>\n",
       "<!-- conv_44 -->\n",
       "<g id=\"node153\" class=\"node\"><title>conv_44</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"635,-14346 541,-14346 541,-14288 635,-14288 635,-14346\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-14320.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-14305.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_44&#45;&gt;leaky_relu_43 -->\n",
       "<g id=\"edge171\" class=\"edge\"><title>conv_44&#45;&gt;leaky_relu_43</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M588,-14277.7C588,-14269.2 588,-14260.3 588,-14252.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"588,-14287.9 583.5,-14277.9 588,-14282.9 588,-14277.9 588,-14277.9 588,-14277.9 588,-14282.9 592.5,-14277.9 588,-14287.9 588,-14287.9\"/>\n",
       "</g>\n",
       "<!-- bn_44 -->\n",
       "<g id=\"node154\" class=\"node\"><title>bn_44</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"635,-14440 541,-14440 541,-14382 635,-14382 635,-14440\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-14407.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_44</text>\n",
       "</g>\n",
       "<!-- bn_44&#45;&gt;conv_44 -->\n",
       "<g id=\"edge172\" class=\"edge\"><title>bn_44&#45;&gt;conv_44</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M588,-14371.7C588,-14363.2 588,-14354.3 588,-14346.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"588,-14381.9 583.5,-14371.9 588,-14376.9 588,-14371.9 588,-14371.9 588,-14371.9 588,-14376.9 592.5,-14371.9 588,-14381.9 588,-14381.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_44 -->\n",
       "<g id=\"node155\" class=\"node\"><title>leaky_relu_44</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"635,-14534 541,-14534 541,-14476 635,-14476 635,-14534\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-14508.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-14493.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_44&#45;&gt;bn_44 -->\n",
       "<g id=\"edge173\" class=\"edge\"><title>leaky_relu_44&#45;&gt;bn_44</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M588,-14465.7C588,-14457.2 588,-14448.3 588,-14440.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"588,-14475.9 583.5,-14465.9 588,-14470.9 588,-14465.9 588,-14465.9 588,-14465.9 588,-14470.9 592.5,-14465.9 588,-14475.9 588,-14475.9\"/>\n",
       "</g>\n",
       "<!-- conv_45 -->\n",
       "<g id=\"node156\" class=\"node\"><title>conv_45</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"635,-14628 541,-14628 541,-14570 635,-14570 635,-14628\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-14602.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-14587.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 1024</text>\n",
       "</g>\n",
       "<!-- conv_45&#45;&gt;leaky_relu_44 -->\n",
       "<g id=\"edge174\" class=\"edge\"><title>conv_45&#45;&gt;leaky_relu_44</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M588,-14559.7C588,-14551.2 588,-14542.3 588,-14534.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"588,-14569.9 583.5,-14559.9 588,-14564.9 588,-14559.9 588,-14559.9 588,-14559.9 588,-14564.9 592.5,-14559.9 588,-14569.9 588,-14569.9\"/>\n",
       "</g>\n",
       "<!-- bn_45 -->\n",
       "<g id=\"node157\" class=\"node\"><title>bn_45</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"635,-14722 541,-14722 541,-14664 635,-14664 635,-14722\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-14689.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_45</text>\n",
       "</g>\n",
       "<!-- bn_45&#45;&gt;conv_45 -->\n",
       "<g id=\"edge175\" class=\"edge\"><title>bn_45&#45;&gt;conv_45</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M588,-14653.7C588,-14645.2 588,-14636.3 588,-14628.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"588,-14663.9 583.5,-14653.9 588,-14658.9 588,-14653.9 588,-14653.9 588,-14653.9 588,-14658.9 592.5,-14653.9 588,-14663.9 588,-14663.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_45 -->\n",
       "<g id=\"node158\" class=\"node\"><title>leaky_relu_45</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"635,-14816 541,-14816 541,-14758 635,-14758 635,-14816\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-14790.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-14775.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_45&#45;&gt;bn_45 -->\n",
       "<g id=\"edge176\" class=\"edge\"><title>leaky_relu_45&#45;&gt;bn_45</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M588,-14747.7C588,-14739.2 588,-14730.3 588,-14722.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"588,-14757.9 583.5,-14747.9 588,-14752.9 588,-14747.9 588,-14747.9 588,-14747.9 588,-14752.9 592.5,-14747.9 588,-14757.9 588,-14757.9\"/>\n",
       "</g>\n",
       "<!-- _plus51 -->\n",
       "<g id=\"node159\" class=\"node\"><title>_plus51</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"672,-14910 578,-14910 578,-14852 672,-14852 672,-14910\"/>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-14877.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus51</text>\n",
       "</g>\n",
       "<!-- _plus51&#45;&gt;leaky_relu_43 -->\n",
       "<g id=\"edge178\" class=\"edge\"><title>_plus51&#45;&gt;leaky_relu_43</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M637.511,-14841.8C648.584,-14804.5 663,-14746 663,-14694 663,-14694 663,-14694 663,-14410 663,-14355.1 667.208,-14337.7 644,-14288 637.881,-14274.9 628.24,-14262.4 618.671,-14252.1\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"634.491,-14851.7 633.096,-14840.8 635.946,-14846.9 637.401,-14842.1 637.401,-14842.1 637.401,-14842.1 635.946,-14846.9 641.706,-14843.4 634.491,-14851.7 634.491,-14851.7\"/>\n",
       "</g>\n",
       "<!-- _plus51&#45;&gt;leaky_relu_45 -->\n",
       "<g id=\"edge177\" class=\"edge\"><title>_plus51&#45;&gt;leaky_relu_45</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M609.954,-14842.6C606.417,-14833.8 602.705,-14824.6 599.361,-14816.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"613.698,-14851.9 605.791,-14844.3 611.832,-14847.3 609.966,-14842.6 609.966,-14842.6 609.966,-14842.6 611.832,-14847.3 614.141,-14840.9 613.698,-14851.9 613.698,-14851.9\"/>\n",
       "</g>\n",
       "<!-- conv_46 -->\n",
       "<g id=\"node160\" class=\"node\"><title>conv_46</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"635,-15004 541,-15004 541,-14946 635,-14946 635,-15004\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-14978.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-14963.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_46&#45;&gt;_plus51 -->\n",
       "<g id=\"edge179\" class=\"edge\"><title>conv_46&#45;&gt;_plus51</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M603.046,-14936.6C606.583,-14927.8 610.295,-14918.6 613.639,-14910.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"599.302,-14945.9 598.859,-14934.9 601.168,-14941.3 603.034,-14936.6 603.034,-14936.6 603.034,-14936.6 601.168,-14941.3 607.209,-14938.3 599.302,-14945.9 599.302,-14945.9\"/>\n",
       "</g>\n",
       "<!-- bn_46 -->\n",
       "<g id=\"node161\" class=\"node\"><title>bn_46</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"635,-15098 541,-15098 541,-15040 635,-15040 635,-15098\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-15065.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_46</text>\n",
       "</g>\n",
       "<!-- bn_46&#45;&gt;conv_46 -->\n",
       "<g id=\"edge180\" class=\"edge\"><title>bn_46&#45;&gt;conv_46</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M588,-15029.7C588,-15021.2 588,-15012.3 588,-15004.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"588,-15039.9 583.5,-15029.9 588,-15034.9 588,-15029.9 588,-15029.9 588,-15029.9 588,-15034.9 592.5,-15029.9 588,-15039.9 588,-15039.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_46 -->\n",
       "<g id=\"node162\" class=\"node\"><title>leaky_relu_46</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"635,-15192 541,-15192 541,-15134 635,-15134 635,-15192\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-15166.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-15151.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_46&#45;&gt;bn_46 -->\n",
       "<g id=\"edge181\" class=\"edge\"><title>leaky_relu_46&#45;&gt;bn_46</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M588,-15123.7C588,-15115.2 588,-15106.3 588,-15098.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"588,-15133.9 583.5,-15123.9 588,-15128.9 588,-15123.9 588,-15123.9 588,-15123.9 588,-15128.9 592.5,-15123.9 588,-15133.9 588,-15133.9\"/>\n",
       "</g>\n",
       "<!-- conv_47 -->\n",
       "<g id=\"node163\" class=\"node\"><title>conv_47</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"635,-15286 541,-15286 541,-15228 635,-15228 635,-15286\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-15260.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-15245.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 1024</text>\n",
       "</g>\n",
       "<!-- conv_47&#45;&gt;leaky_relu_46 -->\n",
       "<g id=\"edge182\" class=\"edge\"><title>conv_47&#45;&gt;leaky_relu_46</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M588,-15217.7C588,-15209.2 588,-15200.3 588,-15192.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"588,-15227.9 583.5,-15217.9 588,-15222.9 588,-15217.9 588,-15217.9 588,-15217.9 588,-15222.9 592.5,-15217.9 588,-15227.9 588,-15227.9\"/>\n",
       "</g>\n",
       "<!-- bn_47 -->\n",
       "<g id=\"node164\" class=\"node\"><title>bn_47</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"635,-15380 541,-15380 541,-15322 635,-15322 635,-15380\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-15347.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_47</text>\n",
       "</g>\n",
       "<!-- bn_47&#45;&gt;conv_47 -->\n",
       "<g id=\"edge183\" class=\"edge\"><title>bn_47&#45;&gt;conv_47</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M588,-15311.7C588,-15303.2 588,-15294.3 588,-15286.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"588,-15321.9 583.5,-15311.9 588,-15316.9 588,-15311.9 588,-15311.9 588,-15311.9 588,-15316.9 592.5,-15311.9 588,-15321.9 588,-15321.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_47 -->\n",
       "<g id=\"node165\" class=\"node\"><title>leaky_relu_47</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"635,-15474 541,-15474 541,-15416 635,-15416 635,-15474\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-15448.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-15433.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_47&#45;&gt;bn_47 -->\n",
       "<g id=\"edge184\" class=\"edge\"><title>leaky_relu_47&#45;&gt;bn_47</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M588,-15405.7C588,-15397.2 588,-15388.3 588,-15380.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"588,-15415.9 583.5,-15405.9 588,-15410.9 588,-15405.9 588,-15405.9 588,-15405.9 588,-15410.9 592.5,-15405.9 588,-15415.9 588,-15415.9\"/>\n",
       "</g>\n",
       "<!-- _plus52 -->\n",
       "<g id=\"node166\" class=\"node\"><title>_plus52</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"672,-15568 578,-15568 578,-15510 672,-15510 672,-15568\"/>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-15535.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus52</text>\n",
       "</g>\n",
       "<!-- _plus52&#45;&gt;_plus51 -->\n",
       "<g id=\"edge186\" class=\"edge\"><title>_plus52&#45;&gt;_plus51</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M637.511,-15499.8C648.584,-15462.5 663,-15404 663,-15352 663,-15352 663,-15352 663,-15068 663,-15011.1 645.746,-14946.5 634.491,-14910.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"634.491,-15509.7 633.096,-15498.8 635.946,-15504.9 637.401,-15500.1 637.401,-15500.1 637.401,-15500.1 635.946,-15504.9 641.706,-15501.4 634.491,-15509.7 634.491,-15509.7\"/>\n",
       "</g>\n",
       "<!-- _plus52&#45;&gt;leaky_relu_47 -->\n",
       "<g id=\"edge185\" class=\"edge\"><title>_plus52&#45;&gt;leaky_relu_47</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M609.954,-15500.6C606.417,-15491.8 602.705,-15482.6 599.361,-15474.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"613.698,-15509.9 605.791,-15502.3 611.832,-15505.3 609.966,-15500.6 609.966,-15500.6 609.966,-15500.6 611.832,-15505.3 614.141,-15498.9 613.698,-15509.9 613.698,-15509.9\"/>\n",
       "</g>\n",
       "<!-- conv_48 -->\n",
       "<g id=\"node167\" class=\"node\"><title>conv_48</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"653,-15662 559,-15662 559,-15604 653,-15604 653,-15662\"/>\n",
       "<text text-anchor=\"middle\" x=\"606\" y=\"-15636.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"606\" y=\"-15621.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_48&#45;&gt;_plus52 -->\n",
       "<g id=\"edge187\" class=\"edge\"><title>conv_48&#45;&gt;_plus52</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M613.843,-15594C615.624,-15585.4 617.485,-15576.4 619.166,-15568.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"611.804,-15603.9 609.419,-15593.2 612.815,-15599 613.826,-15594.1 613.826,-15594.1 613.826,-15594.1 612.815,-15599 618.233,-15595 611.804,-15603.9 611.804,-15603.9\"/>\n",
       "</g>\n",
       "<!-- bn_48 -->\n",
       "<g id=\"node168\" class=\"node\"><title>bn_48</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"653,-15756 559,-15756 559,-15698 653,-15698 653,-15756\"/>\n",
       "<text text-anchor=\"middle\" x=\"606\" y=\"-15723.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_48</text>\n",
       "</g>\n",
       "<!-- bn_48&#45;&gt;conv_48 -->\n",
       "<g id=\"edge188\" class=\"edge\"><title>bn_48&#45;&gt;conv_48</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M606,-15687.7C606,-15679.2 606,-15670.3 606,-15662.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"606,-15697.9 601.5,-15687.9 606,-15692.9 606,-15687.9 606,-15687.9 606,-15687.9 606,-15692.9 610.5,-15687.9 606,-15697.9 606,-15697.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_48 -->\n",
       "<g id=\"node169\" class=\"node\"><title>leaky_relu_48</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"653,-15850 559,-15850 559,-15792 653,-15792 653,-15850\"/>\n",
       "<text text-anchor=\"middle\" x=\"606\" y=\"-15824.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"606\" y=\"-15809.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_48&#45;&gt;bn_48 -->\n",
       "<g id=\"edge189\" class=\"edge\"><title>leaky_relu_48&#45;&gt;bn_48</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M606,-15781.7C606,-15773.2 606,-15764.3 606,-15756.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"606,-15791.9 601.5,-15781.9 606,-15786.9 606,-15781.9 606,-15781.9 606,-15781.9 606,-15786.9 610.5,-15781.9 606,-15791.9 606,-15791.9\"/>\n",
       "</g>\n",
       "<!-- conv_49 -->\n",
       "<g id=\"node170\" class=\"node\"><title>conv_49</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"653,-15944 559,-15944 559,-15886 653,-15886 653,-15944\"/>\n",
       "<text text-anchor=\"middle\" x=\"606\" y=\"-15918.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"606\" y=\"-15903.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 1024</text>\n",
       "</g>\n",
       "<!-- conv_49&#45;&gt;leaky_relu_48 -->\n",
       "<g id=\"edge190\" class=\"edge\"><title>conv_49&#45;&gt;leaky_relu_48</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M606,-15875.7C606,-15867.2 606,-15858.3 606,-15850.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"606,-15885.9 601.5,-15875.9 606,-15880.9 606,-15875.9 606,-15875.9 606,-15875.9 606,-15880.9 610.5,-15875.9 606,-15885.9 606,-15885.9\"/>\n",
       "</g>\n",
       "<!-- bn_49 -->\n",
       "<g id=\"node171\" class=\"node\"><title>bn_49</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"653,-16038 559,-16038 559,-15980 653,-15980 653,-16038\"/>\n",
       "<text text-anchor=\"middle\" x=\"606\" y=\"-16005.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_49</text>\n",
       "</g>\n",
       "<!-- bn_49&#45;&gt;conv_49 -->\n",
       "<g id=\"edge191\" class=\"edge\"><title>bn_49&#45;&gt;conv_49</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M606,-15969.7C606,-15961.2 606,-15952.3 606,-15944.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"606,-15979.9 601.5,-15969.9 606,-15974.9 606,-15969.9 606,-15969.9 606,-15969.9 606,-15974.9 610.5,-15969.9 606,-15979.9 606,-15979.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_49 -->\n",
       "<g id=\"node172\" class=\"node\"><title>leaky_relu_49</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"653,-16132 559,-16132 559,-16074 653,-16074 653,-16132\"/>\n",
       "<text text-anchor=\"middle\" x=\"606\" y=\"-16106.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"606\" y=\"-16091.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_49&#45;&gt;bn_49 -->\n",
       "<g id=\"edge192\" class=\"edge\"><title>leaky_relu_49&#45;&gt;bn_49</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M606,-16063.7C606,-16055.2 606,-16046.3 606,-16038.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"606,-16073.9 601.5,-16063.9 606,-16068.9 606,-16063.9 606,-16063.9 606,-16063.9 606,-16068.9 610.5,-16063.9 606,-16073.9 606,-16073.9\"/>\n",
       "</g>\n",
       "<!-- _plus53 -->\n",
       "<g id=\"node173\" class=\"node\"><title>_plus53</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"690,-16226 596,-16226 596,-16168 690,-16168 690,-16226\"/>\n",
       "<text text-anchor=\"middle\" x=\"643\" y=\"-16193.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus53</text>\n",
       "</g>\n",
       "<!-- _plus53&#45;&gt;_plus52 -->\n",
       "<g id=\"edge194\" class=\"edge\"><title>_plus53&#45;&gt;_plus52</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M655.511,-16157.8C666.584,-16120.5 681,-16062 681,-16010 681,-16010 681,-16010 681,-15726 681,-15671.1 680.266,-15655.7 662,-15604 657.642,-15591.7 650.884,-15579 644.329,-15568.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"652.491,-16167.7 651.096,-16156.8 653.946,-16162.9 655.401,-16158.1 655.401,-16158.1 655.401,-16158.1 653.946,-16162.9 659.706,-16159.4 652.491,-16167.7 652.491,-16167.7\"/>\n",
       "</g>\n",
       "<!-- _plus53&#45;&gt;leaky_relu_49 -->\n",
       "<g id=\"edge193\" class=\"edge\"><title>_plus53&#45;&gt;leaky_relu_49</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M627.954,-16158.6C624.417,-16149.8 620.705,-16140.6 617.361,-16132.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"631.698,-16167.9 623.791,-16160.3 629.832,-16163.3 627.966,-16158.6 627.966,-16158.6 627.966,-16158.6 629.832,-16163.3 632.141,-16156.9 631.698,-16167.9 631.698,-16167.9\"/>\n",
       "</g>\n",
       "<!-- conv_50 -->\n",
       "<g id=\"node174\" class=\"node\"><title>conv_50</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"635,-16320 541,-16320 541,-16262 635,-16262 635,-16320\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-16294.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-16279.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_50&#45;&gt;_plus53 -->\n",
       "<g id=\"edge195\" class=\"edge\"><title>conv_50&#45;&gt;_plus53</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M610.031,-16253.1C615.389,-16244.2 621.036,-16234.7 626.113,-16226.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"604.801,-16261.9 606.07,-16251 607.366,-16257.6 609.932,-16253.3 609.932,-16253.3 609.932,-16253.3 607.366,-16257.6 613.794,-16255.6 604.801,-16261.9 604.801,-16261.9\"/>\n",
       "</g>\n",
       "<!-- bn_50 -->\n",
       "<g id=\"node175\" class=\"node\"><title>bn_50</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"635,-16414 541,-16414 541,-16356 635,-16356 635,-16414\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-16381.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_50</text>\n",
       "</g>\n",
       "<!-- bn_50&#45;&gt;conv_50 -->\n",
       "<g id=\"edge196\" class=\"edge\"><title>bn_50&#45;&gt;conv_50</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M588,-16345.7C588,-16337.2 588,-16328.3 588,-16320.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"588,-16355.9 583.5,-16345.9 588,-16350.9 588,-16345.9 588,-16345.9 588,-16345.9 588,-16350.9 592.5,-16345.9 588,-16355.9 588,-16355.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_50 -->\n",
       "<g id=\"node176\" class=\"node\"><title>leaky_relu_50</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"635,-16508 541,-16508 541,-16450 635,-16450 635,-16508\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-16482.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-16467.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_50&#45;&gt;bn_50 -->\n",
       "<g id=\"edge197\" class=\"edge\"><title>leaky_relu_50&#45;&gt;bn_50</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M588,-16439.7C588,-16431.2 588,-16422.3 588,-16414.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"588,-16449.9 583.5,-16439.9 588,-16444.9 588,-16439.9 588,-16439.9 588,-16439.9 588,-16444.9 592.5,-16439.9 588,-16449.9 588,-16449.9\"/>\n",
       "</g>\n",
       "<!-- conv_51 -->\n",
       "<g id=\"node177\" class=\"node\"><title>conv_51</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"635,-16602 541,-16602 541,-16544 635,-16544 635,-16602\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-16576.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-16561.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 1024</text>\n",
       "</g>\n",
       "<!-- conv_51&#45;&gt;leaky_relu_50 -->\n",
       "<g id=\"edge198\" class=\"edge\"><title>conv_51&#45;&gt;leaky_relu_50</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M588,-16533.7C588,-16525.2 588,-16516.3 588,-16508.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"588,-16543.9 583.5,-16533.9 588,-16538.9 588,-16533.9 588,-16533.9 588,-16533.9 588,-16538.9 592.5,-16533.9 588,-16543.9 588,-16543.9\"/>\n",
       "</g>\n",
       "<!-- bn_51 -->\n",
       "<g id=\"node178\" class=\"node\"><title>bn_51</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"635,-16696 541,-16696 541,-16638 635,-16638 635,-16696\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-16663.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_51</text>\n",
       "</g>\n",
       "<!-- bn_51&#45;&gt;conv_51 -->\n",
       "<g id=\"edge199\" class=\"edge\"><title>bn_51&#45;&gt;conv_51</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M588,-16627.7C588,-16619.2 588,-16610.3 588,-16602.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"588,-16637.9 583.5,-16627.9 588,-16632.9 588,-16627.9 588,-16627.9 588,-16627.9 588,-16632.9 592.5,-16627.9 588,-16637.9 588,-16637.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_51 -->\n",
       "<g id=\"node179\" class=\"node\"><title>leaky_relu_51</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"635,-16790 541,-16790 541,-16732 635,-16732 635,-16790\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-16764.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-16749.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_51&#45;&gt;bn_51 -->\n",
       "<g id=\"edge200\" class=\"edge\"><title>leaky_relu_51&#45;&gt;bn_51</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M588,-16721.7C588,-16713.2 588,-16704.3 588,-16696.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"588,-16731.9 583.5,-16721.9 588,-16726.9 588,-16721.9 588,-16721.9 588,-16721.9 588,-16726.9 592.5,-16721.9 588,-16731.9 588,-16731.9\"/>\n",
       "</g>\n",
       "<!-- _plus54 -->\n",
       "<g id=\"node180\" class=\"node\"><title>_plus54</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"672,-16884 578,-16884 578,-16826 672,-16826 672,-16884\"/>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-16851.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus54</text>\n",
       "</g>\n",
       "<!-- _plus54&#45;&gt;_plus53 -->\n",
       "<g id=\"edge202\" class=\"edge\"><title>_plus54&#45;&gt;_plus53</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M637.511,-16815.8C648.584,-16778.5 663,-16720 663,-16668 663,-16668 663,-16668 663,-16384 663,-16327.8 653.866,-16262.6 647.944,-16226.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"634.491,-16825.7 633.096,-16814.8 635.946,-16820.9 637.401,-16816.1 637.401,-16816.1 637.401,-16816.1 635.946,-16820.9 641.706,-16817.4 634.491,-16825.7 634.491,-16825.7\"/>\n",
       "</g>\n",
       "<!-- _plus54&#45;&gt;leaky_relu_51 -->\n",
       "<g id=\"edge201\" class=\"edge\"><title>_plus54&#45;&gt;leaky_relu_51</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M609.954,-16816.6C606.417,-16807.8 602.705,-16798.6 599.361,-16790.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"613.698,-16825.9 605.791,-16818.3 611.832,-16821.3 609.966,-16816.6 609.966,-16816.6 609.966,-16816.6 611.832,-16821.3 614.141,-16814.9 613.698,-16825.9 613.698,-16825.9\"/>\n",
       "</g>\n",
       "<!-- conv_52 -->\n",
       "<g id=\"node181\" class=\"node\"><title>conv_52</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"672,-16978 578,-16978 578,-16920 672,-16920 672,-16978\"/>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-16952.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-16937.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_52&#45;&gt;_plus54 -->\n",
       "<g id=\"edge203\" class=\"edge\"><title>conv_52&#45;&gt;_plus54</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M625,-16909.7C625,-16901.2 625,-16892.3 625,-16884.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"625,-16919.9 620.5,-16909.9 625,-16914.9 625,-16909.9 625,-16909.9 625,-16909.9 625,-16914.9 629.5,-16909.9 625,-16919.9 625,-16919.9\"/>\n",
       "</g>\n",
       "<!-- bn_52 -->\n",
       "<g id=\"node182\" class=\"node\"><title>bn_52</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"672,-17072 578,-17072 578,-17014 672,-17014 672,-17072\"/>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-17039.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_52</text>\n",
       "</g>\n",
       "<!-- bn_52&#45;&gt;conv_52 -->\n",
       "<g id=\"edge204\" class=\"edge\"><title>bn_52&#45;&gt;conv_52</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M625,-17003.7C625,-16995.2 625,-16986.3 625,-16978.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"625,-17013.9 620.5,-17003.9 625,-17008.9 625,-17003.9 625,-17003.9 625,-17003.9 625,-17008.9 629.5,-17003.9 625,-17013.9 625,-17013.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_52 -->\n",
       "<g id=\"node183\" class=\"node\"><title>leaky_relu_52</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"672,-17166 578,-17166 578,-17108 672,-17108 672,-17166\"/>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-17140.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-17125.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_52&#45;&gt;bn_52 -->\n",
       "<g id=\"edge205\" class=\"edge\"><title>leaky_relu_52&#45;&gt;bn_52</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M625,-17097.7C625,-17089.2 625,-17080.3 625,-17072.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"625,-17107.9 620.5,-17097.9 625,-17102.9 625,-17097.9 625,-17097.9 625,-17097.9 625,-17102.9 629.5,-17097.9 625,-17107.9 625,-17107.9\"/>\n",
       "</g>\n",
       "<!-- conv_53 -->\n",
       "<g id=\"node184\" class=\"node\"><title>conv_53</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"672,-17260 578,-17260 578,-17202 672,-17202 672,-17260\"/>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-17234.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-17219.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 1024</text>\n",
       "</g>\n",
       "<!-- conv_53&#45;&gt;leaky_relu_52 -->\n",
       "<g id=\"edge206\" class=\"edge\"><title>conv_53&#45;&gt;leaky_relu_52</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M625,-17191.7C625,-17183.2 625,-17174.3 625,-17166.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"625,-17201.9 620.5,-17191.9 625,-17196.9 625,-17191.9 625,-17191.9 625,-17191.9 625,-17196.9 629.5,-17191.9 625,-17201.9 625,-17201.9\"/>\n",
       "</g>\n",
       "<!-- bn_53 -->\n",
       "<g id=\"node185\" class=\"node\"><title>bn_53</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"672,-17354 578,-17354 578,-17296 672,-17296 672,-17354\"/>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-17321.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_53</text>\n",
       "</g>\n",
       "<!-- bn_53&#45;&gt;conv_53 -->\n",
       "<g id=\"edge207\" class=\"edge\"><title>bn_53&#45;&gt;conv_53</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M625,-17285.7C625,-17277.2 625,-17268.3 625,-17260.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"625,-17295.9 620.5,-17285.9 625,-17290.9 625,-17285.9 625,-17285.9 625,-17285.9 625,-17290.9 629.5,-17285.9 625,-17295.9 625,-17295.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_53 -->\n",
       "<g id=\"node186\" class=\"node\"><title>leaky_relu_53</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"672,-17448 578,-17448 578,-17390 672,-17390 672,-17448\"/>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-17422.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-17407.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_53&#45;&gt;bn_53 -->\n",
       "<g id=\"edge208\" class=\"edge\"><title>leaky_relu_53&#45;&gt;bn_53</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M625,-17379.7C625,-17371.2 625,-17362.3 625,-17354.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"625,-17389.9 620.5,-17379.9 625,-17384.9 625,-17379.9 625,-17379.9 625,-17379.9 625,-17384.9 629.5,-17379.9 625,-17389.9 625,-17389.9\"/>\n",
       "</g>\n",
       "<!-- conv_54 -->\n",
       "<g id=\"node187\" class=\"node\"><title>conv_54</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"672,-17542 578,-17542 578,-17484 672,-17484 672,-17542\"/>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-17516.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-17501.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_54&#45;&gt;leaky_relu_53 -->\n",
       "<g id=\"edge209\" class=\"edge\"><title>conv_54&#45;&gt;leaky_relu_53</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M625,-17473.7C625,-17465.2 625,-17456.3 625,-17448.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"625,-17483.9 620.5,-17473.9 625,-17478.9 625,-17473.9 625,-17473.9 625,-17473.9 625,-17478.9 629.5,-17473.9 625,-17483.9 625,-17483.9\"/>\n",
       "</g>\n",
       "<!-- bn_54 -->\n",
       "<g id=\"node188\" class=\"node\"><title>bn_54</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"672,-17636 578,-17636 578,-17578 672,-17578 672,-17636\"/>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-17603.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_54</text>\n",
       "</g>\n",
       "<!-- bn_54&#45;&gt;conv_54 -->\n",
       "<g id=\"edge210\" class=\"edge\"><title>bn_54&#45;&gt;conv_54</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M625,-17567.7C625,-17559.2 625,-17550.3 625,-17542.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"625,-17577.9 620.5,-17567.9 625,-17572.9 625,-17567.9 625,-17567.9 625,-17567.9 625,-17572.9 629.5,-17567.9 625,-17577.9 625,-17577.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_54 -->\n",
       "<g id=\"node189\" class=\"node\"><title>leaky_relu_54</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"672,-17730 578,-17730 578,-17672 672,-17672 672,-17730\"/>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-17704.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-17689.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_54&#45;&gt;bn_54 -->\n",
       "<g id=\"edge211\" class=\"edge\"><title>leaky_relu_54&#45;&gt;bn_54</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M625,-17661.7C625,-17653.2 625,-17644.3 625,-17636.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"625,-17671.9 620.5,-17661.9 625,-17666.9 625,-17661.9 625,-17661.9 625,-17661.9 625,-17666.9 629.5,-17661.9 625,-17671.9 625,-17671.9\"/>\n",
       "</g>\n",
       "<!-- conv_55 -->\n",
       "<g id=\"node190\" class=\"node\"><title>conv_55</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"672,-17824 578,-17824 578,-17766 672,-17766 672,-17824\"/>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-17798.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-17783.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 1024</text>\n",
       "</g>\n",
       "<!-- conv_55&#45;&gt;leaky_relu_54 -->\n",
       "<g id=\"edge212\" class=\"edge\"><title>conv_55&#45;&gt;leaky_relu_54</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M625,-17755.7C625,-17747.2 625,-17738.3 625,-17730.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"625,-17765.9 620.5,-17755.9 625,-17760.9 625,-17755.9 625,-17755.9 625,-17755.9 625,-17760.9 629.5,-17755.9 625,-17765.9 625,-17765.9\"/>\n",
       "</g>\n",
       "<!-- bn_55 -->\n",
       "<g id=\"node191\" class=\"node\"><title>bn_55</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"672,-17918 578,-17918 578,-17860 672,-17860 672,-17918\"/>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-17885.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_55</text>\n",
       "</g>\n",
       "<!-- bn_55&#45;&gt;conv_55 -->\n",
       "<g id=\"edge213\" class=\"edge\"><title>bn_55&#45;&gt;conv_55</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M625,-17849.7C625,-17841.2 625,-17832.3 625,-17824.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"625,-17859.9 620.5,-17849.9 625,-17854.9 625,-17849.9 625,-17849.9 625,-17849.9 625,-17854.9 629.5,-17849.9 625,-17859.9 625,-17859.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_55 -->\n",
       "<g id=\"node192\" class=\"node\"><title>leaky_relu_55</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"672,-18012 578,-18012 578,-17954 672,-17954 672,-18012\"/>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-17986.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-17971.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_55&#45;&gt;bn_55 -->\n",
       "<g id=\"edge214\" class=\"edge\"><title>leaky_relu_55&#45;&gt;bn_55</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M625,-17943.7C625,-17935.2 625,-17926.3 625,-17918.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"625,-17953.9 620.5,-17943.9 625,-17948.9 625,-17943.9 625,-17943.9 625,-17943.9 625,-17948.9 629.5,-17943.9 625,-17953.9 625,-17953.9\"/>\n",
       "</g>\n",
       "<!-- conv_56 -->\n",
       "<g id=\"node193\" class=\"node\"><title>conv_56</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"672,-18106 578,-18106 578,-18048 672,-18048 672,-18106\"/>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-18080.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-18065.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_56&#45;&gt;leaky_relu_55 -->\n",
       "<g id=\"edge215\" class=\"edge\"><title>conv_56&#45;&gt;leaky_relu_55</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M625,-18037.7C625,-18029.2 625,-18020.3 625,-18012.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"625,-18047.9 620.5,-18037.9 625,-18042.9 625,-18037.9 625,-18037.9 625,-18037.9 625,-18042.9 629.5,-18037.9 625,-18047.9 625,-18047.9\"/>\n",
       "</g>\n",
       "<!-- bn_56 -->\n",
       "<g id=\"node194\" class=\"node\"><title>bn_56</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"672,-18200 578,-18200 578,-18142 672,-18142 672,-18200\"/>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-18167.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_56</text>\n",
       "</g>\n",
       "<!-- bn_56&#45;&gt;conv_56 -->\n",
       "<g id=\"edge216\" class=\"edge\"><title>bn_56&#45;&gt;conv_56</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M625,-18131.7C625,-18123.2 625,-18114.3 625,-18106.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"625,-18141.9 620.5,-18131.9 625,-18136.9 625,-18131.9 625,-18131.9 625,-18131.9 625,-18136.9 629.5,-18131.9 625,-18141.9 625,-18141.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_56 -->\n",
       "<g id=\"node195\" class=\"node\"><title>leaky_relu_56</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"672,-18294 578,-18294 578,-18236 672,-18236 672,-18294\"/>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-18268.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"625\" y=\"-18253.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_56&#45;&gt;bn_56 -->\n",
       "<g id=\"edge217\" class=\"edge\"><title>leaky_relu_56&#45;&gt;bn_56</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M625,-18225.7C625,-18217.2 625,-18208.3 625,-18200.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"625,-18235.9 620.5,-18225.9 625,-18230.9 625,-18225.9 625,-18225.9 625,-18225.9 625,-18230.9 629.5,-18225.9 625,-18235.9 625,-18235.9\"/>\n",
       "</g>\n",
       "<!-- conv_57 -->\n",
       "<g id=\"node196\" class=\"node\"><title>conv_57</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"710,-22054 616,-22054 616,-21996 710,-21996 710,-22054\"/>\n",
       "<text text-anchor=\"middle\" x=\"663\" y=\"-22028.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"663\" y=\"-22013.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 1024</text>\n",
       "</g>\n",
       "<!-- conv_57&#45;&gt;leaky_relu_56 -->\n",
       "<g id=\"edge218\" class=\"edge\"><title>conv_57&#45;&gt;leaky_relu_56</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M663,-21985.9C663,-21948.4 663,-21889.2 663,-21838 663,-21838 663,-21838 663,-18452 663,-18395.1 645.746,-18330.5 634.491,-18294.3\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"663,-21996 658.5,-21986 663,-21991 663,-21986 663,-21986 663,-21986 663,-21991 667.5,-21986 663,-21996 663,-21996\"/>\n",
       "</g>\n",
       "<!-- bn_57 -->\n",
       "<g id=\"node197\" class=\"node\"><title>bn_57</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"710,-22148 616,-22148 616,-22090 710,-22090 710,-22148\"/>\n",
       "<text text-anchor=\"middle\" x=\"663\" y=\"-22115.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_57</text>\n",
       "</g>\n",
       "<!-- bn_57&#45;&gt;conv_57 -->\n",
       "<g id=\"edge219\" class=\"edge\"><title>bn_57&#45;&gt;conv_57</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M663,-22079.7C663,-22071.2 663,-22062.3 663,-22054.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"663,-22089.9 658.5,-22079.9 663,-22084.9 663,-22079.9 663,-22079.9 663,-22079.9 663,-22084.9 667.5,-22079.9 663,-22089.9 663,-22089.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_57 -->\n",
       "<g id=\"node198\" class=\"node\"><title>leaky_relu_57</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"710,-22242 616,-22242 616,-22184 710,-22184 710,-22242\"/>\n",
       "<text text-anchor=\"middle\" x=\"663\" y=\"-22216.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"663\" y=\"-22201.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_57&#45;&gt;bn_57 -->\n",
       "<g id=\"edge220\" class=\"edge\"><title>leaky_relu_57&#45;&gt;bn_57</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M663,-22173.7C663,-22165.2 663,-22156.3 663,-22148.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"663,-22183.9 658.5,-22173.9 663,-22178.9 663,-22173.9 663,-22173.9 663,-22173.9 663,-22178.9 667.5,-22173.9 663,-22183.9 663,-22183.9\"/>\n",
       "</g>\n",
       "<!-- cast3 -->\n",
       "<g id=\"node199\" class=\"node\"><title>cast3</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"710,-22336 616,-22336 616,-22278 710,-22278 710,-22336\"/>\n",
       "<text text-anchor=\"middle\" x=\"663\" y=\"-22303.3\" font-family=\"Times,serif\" font-size=\"14.00\">cast3</text>\n",
       "</g>\n",
       "<!-- cast3&#45;&gt;leaky_relu_57 -->\n",
       "<g id=\"edge221\" class=\"edge\"><title>cast3&#45;&gt;leaky_relu_57</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M663,-22267.7C663,-22259.2 663,-22250.3 663,-22242.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"663,-22277.9 658.5,-22267.9 663,-22272.9 663,-22267.9 663,-22267.9 663,-22267.9 663,-22272.9 667.5,-22267.9 663,-22277.9 663,-22277.9\"/>\n",
       "</g>\n",
       "<!-- conv_output_0 -->\n",
       "<g id=\"node200\" class=\"node\"><title>conv_output_0</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"710,-22430 616,-22430 616,-22372 710,-22372 710,-22430\"/>\n",
       "<text text-anchor=\"middle\" x=\"663\" y=\"-22404.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"663\" y=\"-22389.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 18</text>\n",
       "</g>\n",
       "<!-- conv_output_0&#45;&gt;cast3 -->\n",
       "<g id=\"edge222\" class=\"edge\"><title>conv_output_0&#45;&gt;cast3</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M663,-22361.7C663,-22353.2 663,-22344.3 663,-22336.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"663,-22371.9 658.5,-22361.9 663,-22366.9 663,-22361.9 663,-22361.9 663,-22361.9 663,-22366.9 667.5,-22361.9 663,-22371.9 663,-22371.9\"/>\n",
       "</g>\n",
       "<!-- reshape22 -->\n",
       "<g id=\"node201\" class=\"node\"><title>reshape22</title>\n",
       "<polygon fill=\"#fdb462\" stroke=\"black\" points=\"710,-22524 616,-22524 616,-22466 710,-22466 710,-22524\"/>\n",
       "<text text-anchor=\"middle\" x=\"663\" y=\"-22491.3\" font-family=\"Times,serif\" font-size=\"14.00\">reshape22</text>\n",
       "</g>\n",
       "<!-- reshape22&#45;&gt;conv_output_0 -->\n",
       "<g id=\"edge223\" class=\"edge\"><title>reshape22&#45;&gt;conv_output_0</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M663,-22455.7C663,-22447.2 663,-22438.3 663,-22430.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"663,-22465.9 658.5,-22455.9 663,-22460.9 663,-22455.9 663,-22455.9 663,-22455.9 663,-22460.9 667.5,-22455.9 663,-22465.9 663,-22465.9\"/>\n",
       "</g>\n",
       "<!-- transpose3 -->\n",
       "<g id=\"node202\" class=\"node\"><title>transpose3</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"710,-22618 616,-22618 616,-22560 710,-22560 710,-22618\"/>\n",
       "<text text-anchor=\"middle\" x=\"663\" y=\"-22585.3\" font-family=\"Times,serif\" font-size=\"14.00\">transpose3</text>\n",
       "</g>\n",
       "<!-- transpose3&#45;&gt;reshape22 -->\n",
       "<g id=\"edge224\" class=\"edge\"><title>transpose3&#45;&gt;reshape22</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M663,-22549.7C663,-22541.2 663,-22532.3 663,-22524.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"663,-22559.9 658.5,-22549.9 663,-22554.9 663,-22549.9 663,-22549.9 663,-22549.9 663,-22554.9 667.5,-22549.9 663,-22559.9 663,-22559.9\"/>\n",
       "</g>\n",
       "<!-- reshape23 -->\n",
       "<g id=\"node203\" class=\"node\"><title>reshape23</title>\n",
       "<polygon fill=\"#fdb462\" stroke=\"black\" points=\"710,-22806 616,-22806 616,-22748 710,-22748 710,-22806\"/>\n",
       "<text text-anchor=\"middle\" x=\"663\" y=\"-22773.3\" font-family=\"Times,serif\" font-size=\"14.00\">reshape23</text>\n",
       "</g>\n",
       "<!-- reshape23&#45;&gt;transpose3 -->\n",
       "<g id=\"edge225\" class=\"edge\"><title>reshape23&#45;&gt;transpose3</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M663,-22737.7C663,-22702.2 663,-22650.1 663,-22618.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"663,-22747.8 658.5,-22737.8 663,-22742.8 663,-22737.8 663,-22737.8 663,-22737.8 663,-22742.8 667.5,-22737.8 663,-22747.8 663,-22747.8\"/>\n",
       "</g>\n",
       "<!-- slice_axis19 -->\n",
       "<g id=\"node204\" class=\"node\"><title>slice_axis19</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"542,-22900 448,-22900 448,-22842 542,-22842 542,-22900\"/>\n",
       "<text text-anchor=\"middle\" x=\"495\" y=\"-22867.3\" font-family=\"Times,serif\" font-size=\"14.00\">slice_axis19</text>\n",
       "</g>\n",
       "<!-- slice_axis19&#45;&gt;reshape23 -->\n",
       "<g id=\"edge226\" class=\"edge\"><title>slice_axis19&#45;&gt;reshape23</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M551.067,-22839.3C572.069,-22827.8 595.701,-22814.9 615.819,-22803.8\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"542.244,-22844.1 548.854,-22835.4 546.63,-22841.7 551.015,-22839.3 551.015,-22839.3 551.015,-22839.3 546.63,-22841.7 553.177,-22843.3 542.244,-22844.1 542.244,-22844.1\"/>\n",
       "</g>\n",
       "<!-- sigmoid11 -->\n",
       "<g id=\"node205\" class=\"node\"><title>sigmoid11</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"542,-22994 448,-22994 448,-22936 542,-22936 542,-22994\"/>\n",
       "<text text-anchor=\"middle\" x=\"495\" y=\"-22961.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigmoid11</text>\n",
       "</g>\n",
       "<!-- sigmoid11&#45;&gt;slice_axis19 -->\n",
       "<g id=\"edge227\" class=\"edge\"><title>sigmoid11&#45;&gt;slice_axis19</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M495,-22925.7C495,-22917.2 495,-22908.3 495,-22900.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"495,-22935.9 490.5,-22925.9 495,-22930.9 495,-22925.9 495,-22925.9 495,-22925.9 495,-22930.9 499.5,-22925.9 495,-22935.9 495,-22935.9\"/>\n",
       "</g>\n",
       "<!-- slice_axis18 -->\n",
       "<g id=\"node206\" class=\"node\"><title>slice_axis18</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"654,-22900 560,-22900 560,-22842 654,-22842 654,-22900\"/>\n",
       "<text text-anchor=\"middle\" x=\"607\" y=\"-22867.3\" font-family=\"Times,serif\" font-size=\"14.00\">slice_axis18</text>\n",
       "</g>\n",
       "<!-- slice_axis18&#45;&gt;reshape23 -->\n",
       "<g id=\"edge228\" class=\"edge\"><title>slice_axis18&#45;&gt;reshape23</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M629.431,-22833.1C634.887,-22824.2 640.637,-22814.7 645.806,-22806.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"624.106,-22841.9 625.462,-22831 626.706,-22837.6 629.306,-22833.4 629.306,-22833.4 629.306,-22833.4 626.706,-22837.6 633.15,-22835.7 624.106,-22841.9 624.106,-22841.9\"/>\n",
       "</g>\n",
       "<!-- sigmoid10 -->\n",
       "<g id=\"node207\" class=\"node\"><title>sigmoid10</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"654,-22994 560,-22994 560,-22936 654,-22936 654,-22994\"/>\n",
       "<text text-anchor=\"middle\" x=\"607\" y=\"-22961.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigmoid10</text>\n",
       "</g>\n",
       "<!-- sigmoid10&#45;&gt;slice_axis18 -->\n",
       "<g id=\"edge229\" class=\"edge\"><title>sigmoid10&#45;&gt;slice_axis18</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M607,-22925.7C607,-22917.2 607,-22908.3 607,-22900.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"607,-22935.9 602.5,-22925.9 607,-22930.9 607,-22925.9 607,-22925.9 607,-22925.9 607,-22930.9 611.5,-22925.9 607,-22935.9 607,-22935.9\"/>\n",
       "</g>\n",
       "<!-- broadcast_mul13 -->\n",
       "<g id=\"node208\" class=\"node\"><title>broadcast_mul13</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"542,-23088 448,-23088 448,-23030 542,-23030 542,-23088\"/>\n",
       "<text text-anchor=\"middle\" x=\"495\" y=\"-23055.3\" font-family=\"Times,serif\" font-size=\"14.00\">broadcast_mul13</text>\n",
       "</g>\n",
       "<!-- broadcast_mul13&#45;&gt;sigmoid11 -->\n",
       "<g id=\"edge230\" class=\"edge\"><title>broadcast_mul13&#45;&gt;sigmoid11</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M495,-23019.7C495,-23011.2 495,-23002.3 495,-22994.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"495,-23029.9 490.5,-23019.9 495,-23024.9 495,-23019.9 495,-23019.9 495,-23019.9 495,-23024.9 499.5,-23019.9 495,-23029.9 495,-23029.9\"/>\n",
       "</g>\n",
       "<!-- broadcast_mul13&#45;&gt;sigmoid10 -->\n",
       "<g id=\"edge231\" class=\"edge\"><title>broadcast_mul13&#45;&gt;sigmoid10</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M537.148,-23023.4C548.849,-23013.8 561.411,-23003.4 572.611,-22994.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"529.212,-23029.9 534.083,-23020.1 533.076,-23026.7 536.94,-23023.5 536.94,-23023.5 536.94,-23023.5 533.076,-23026.7 539.796,-23027 529.212,-23029.9 529.212,-23029.9\"/>\n",
       "</g>\n",
       "<!-- transpose4 -->\n",
       "<g id=\"node209\" class=\"node\"><title>transpose4</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"542,-23182 448,-23182 448,-23124 542,-23124 542,-23182\"/>\n",
       "<text text-anchor=\"middle\" x=\"495\" y=\"-23149.3\" font-family=\"Times,serif\" font-size=\"14.00\">transpose4</text>\n",
       "</g>\n",
       "<!-- transpose4&#45;&gt;broadcast_mul13 -->\n",
       "<g id=\"edge232\" class=\"edge\"><title>transpose4&#45;&gt;broadcast_mul13</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M495,-23113.7C495,-23105.2 495,-23096.3 495,-23088.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"495,-23123.9 490.5,-23113.9 495,-23118.9 495,-23113.9 495,-23113.9 495,-23113.9 495,-23118.9 499.5,-23113.9 495,-23123.9 495,-23123.9\"/>\n",
       "</g>\n",
       "<!-- expand_dims10 -->\n",
       "<g id=\"node210\" class=\"node\"><title>expand_dims10</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"542,-23276 448,-23276 448,-23218 542,-23218 542,-23276\"/>\n",
       "<text text-anchor=\"middle\" x=\"495\" y=\"-23243.3\" font-family=\"Times,serif\" font-size=\"14.00\">expand_dims10</text>\n",
       "</g>\n",
       "<!-- expand_dims10&#45;&gt;transpose4 -->\n",
       "<g id=\"edge233\" class=\"edge\"><title>expand_dims10&#45;&gt;transpose4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M495,-23207.7C495,-23199.2 495,-23190.3 495,-23182.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"495,-23217.9 490.5,-23207.9 495,-23212.9 495,-23207.9 495,-23207.9 495,-23207.9 495,-23212.9 499.5,-23207.9 495,-23217.9 495,-23217.9\"/>\n",
       "</g>\n",
       "<!-- _mulscalar15 -->\n",
       "<g id=\"node211\" class=\"node\"><title>_mulscalar15</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"542,-23370 448,-23370 448,-23312 542,-23312 542,-23370\"/>\n",
       "<text text-anchor=\"middle\" x=\"495\" y=\"-23337.3\" font-family=\"Times,serif\" font-size=\"14.00\">_mulscalar15</text>\n",
       "</g>\n",
       "<!-- _mulscalar15&#45;&gt;expand_dims10 -->\n",
       "<g id=\"edge234\" class=\"edge\"><title>_mulscalar15&#45;&gt;expand_dims10</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M495,-23301.7C495,-23293.2 495,-23284.3 495,-23276.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"495,-23311.9 490.5,-23301.9 495,-23306.9 495,-23301.9 495,-23301.9 495,-23301.9 495,-23306.9 499.5,-23301.9 495,-23311.9 495,-23311.9\"/>\n",
       "</g>\n",
       "<!-- _arange0 -->\n",
       "<g id=\"node212\" class=\"node\"><title>_arange0</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"654,-23276 560,-23276 560,-23218 654,-23218 654,-23276\"/>\n",
       "<text text-anchor=\"middle\" x=\"607\" y=\"-23243.3\" font-family=\"Times,serif\" font-size=\"14.00\">_arange0</text>\n",
       "</g>\n",
       "<!-- reshape24 -->\n",
       "<g id=\"node213\" class=\"node\"><title>reshape24</title>\n",
       "<polygon fill=\"#fdb462\" stroke=\"black\" points=\"654,-23370 560,-23370 560,-23312 654,-23312 654,-23370\"/>\n",
       "<text text-anchor=\"middle\" x=\"607\" y=\"-23337.3\" font-family=\"Times,serif\" font-size=\"14.00\">reshape24</text>\n",
       "</g>\n",
       "<!-- reshape24&#45;&gt;_arange0 -->\n",
       "<g id=\"edge235\" class=\"edge\"><title>reshape24&#45;&gt;_arange0</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M607,-23301.7C607,-23293.2 607,-23284.3 607,-23276.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"607,-23311.9 602.5,-23301.9 607,-23306.9 607,-23301.9 607,-23301.9 607,-23301.9 607,-23306.9 611.5,-23301.9 607,-23311.9 607,-23311.9\"/>\n",
       "</g>\n",
       "<!-- broadcast_add5 -->\n",
       "<g id=\"node214\" class=\"node\"><title>broadcast_add5</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"570,-23464 476,-23464 476,-23406 570,-23406 570,-23464\"/>\n",
       "<text text-anchor=\"middle\" x=\"523\" y=\"-23431.3\" font-family=\"Times,serif\" font-size=\"14.00\">broadcast_add5</text>\n",
       "</g>\n",
       "<!-- broadcast_add5&#45;&gt;_mulscalar15 -->\n",
       "<g id=\"edge236\" class=\"edge\"><title>broadcast_add5&#45;&gt;_mulscalar15</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M511.528,-23396.3C508.877,-23387.6 506.101,-23378.5 503.597,-23370.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"514.447,-23405.9 507.23,-23397.6 512.991,-23401.1 511.535,-23396.3 511.535,-23396.3 511.535,-23396.3 512.991,-23401.1 515.84,-23395 514.447,-23405.9 514.447,-23405.9\"/>\n",
       "</g>\n",
       "<!-- broadcast_add5&#45;&gt;reshape24 -->\n",
       "<g id=\"edge237\" class=\"edge\"><title>broadcast_add5&#45;&gt;reshape24</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M555.627,-23398.3C564.11,-23389 573.132,-23379.1 581.208,-23370.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"548.659,-23405.9 552.079,-23395.5 552.031,-23402.2 555.402,-23398.5 555.402,-23398.5 555.402,-23398.5 552.031,-23402.2 558.725,-23401.5 548.659,-23405.9 548.659,-23405.9\"/>\n",
       "</g>\n",
       "<!-- slice_axis16 -->\n",
       "<g id=\"node215\" class=\"node\"><title>slice_axis16</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"878,-22900 784,-22900 784,-22842 878,-22842 878,-22900\"/>\n",
       "<text text-anchor=\"middle\" x=\"831\" y=\"-22867.3\" font-family=\"Times,serif\" font-size=\"14.00\">slice_axis16</text>\n",
       "</g>\n",
       "<!-- slice_axis16&#45;&gt;reshape23 -->\n",
       "<g id=\"edge238\" class=\"edge\"><title>slice_axis16&#45;&gt;reshape23</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M774.933,-22839.3C753.931,-22827.8 730.299,-22814.9 710.181,-22803.8\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"783.756,-22844.1 772.823,-22843.3 779.37,-22841.7 774.985,-22839.3 774.985,-22839.3 774.985,-22839.3 779.37,-22841.7 777.146,-22835.4 783.756,-22844.1 783.756,-22844.1\"/>\n",
       "</g>\n",
       "<!-- sigmoid9 -->\n",
       "<g id=\"node216\" class=\"node\"><title>sigmoid9</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"878,-22994 784,-22994 784,-22936 878,-22936 878,-22994\"/>\n",
       "<text text-anchor=\"middle\" x=\"831\" y=\"-22961.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigmoid9</text>\n",
       "</g>\n",
       "<!-- sigmoid9&#45;&gt;slice_axis16 -->\n",
       "<g id=\"edge239\" class=\"edge\"><title>sigmoid9&#45;&gt;slice_axis16</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M831,-22925.7C831,-22917.2 831,-22908.3 831,-22900.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"831,-22935.9 826.5,-22925.9 831,-22930.9 831,-22925.9 831,-22925.9 831,-22925.9 831,-22930.9 835.5,-22925.9 831,-22935.9 831,-22935.9\"/>\n",
       "</g>\n",
       "<!-- broadcast_add4 -->\n",
       "<g id=\"node217\" class=\"node\"><title>broadcast_add4</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"878,-23088 784,-23088 784,-23030 878,-23030 878,-23088\"/>\n",
       "<text text-anchor=\"middle\" x=\"831\" y=\"-23055.3\" font-family=\"Times,serif\" font-size=\"14.00\">broadcast_add4</text>\n",
       "</g>\n",
       "<!-- broadcast_add4&#45;&gt;sigmoid9 -->\n",
       "<g id=\"edge240\" class=\"edge\"><title>broadcast_add4&#45;&gt;sigmoid9</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M831,-23019.7C831,-23011.2 831,-23002.3 831,-22994.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"831,-23029.9 826.5,-23019.9 831,-23024.9 831,-23019.9 831,-23019.9 831,-23019.9 831,-23024.9 835.5,-23019.9 831,-23029.9 831,-23029.9\"/>\n",
       "</g>\n",
       "<!-- _mulscalar14 -->\n",
       "<g id=\"node218\" class=\"node\"><title>_mulscalar14</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"878,-23182 784,-23182 784,-23124 878,-23124 878,-23182\"/>\n",
       "<text text-anchor=\"middle\" x=\"831\" y=\"-23149.3\" font-family=\"Times,serif\" font-size=\"14.00\">_mulscalar14</text>\n",
       "</g>\n",
       "<!-- _mulscalar14&#45;&gt;broadcast_add4 -->\n",
       "<g id=\"edge241\" class=\"edge\"><title>_mulscalar14&#45;&gt;broadcast_add4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M831,-23113.7C831,-23105.2 831,-23096.3 831,-23088.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"831,-23123.9 826.5,-23113.9 831,-23118.9 831,-23113.9 831,-23113.9 831,-23113.9 831,-23118.9 835.5,-23113.9 831,-23123.9 831,-23123.9\"/>\n",
       "</g>\n",
       "<!-- slice_axis17 -->\n",
       "<g id=\"node219\" class=\"node\"><title>slice_axis17</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"766,-22900 672,-22900 672,-22842 766,-22842 766,-22900\"/>\n",
       "<text text-anchor=\"middle\" x=\"719\" y=\"-22867.3\" font-family=\"Times,serif\" font-size=\"14.00\">slice_axis17</text>\n",
       "</g>\n",
       "<!-- slice_axis17&#45;&gt;reshape23 -->\n",
       "<g id=\"edge242\" class=\"edge\"><title>slice_axis17&#45;&gt;reshape23</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M696.569,-22833.1C691.113,-22824.2 685.363,-22814.7 680.194,-22806.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"701.894,-22841.9 692.85,-22835.7 699.294,-22837.6 696.694,-22833.4 696.694,-22833.4 696.694,-22833.4 699.294,-22837.6 700.538,-22831 701.894,-22841.9 701.894,-22841.9\"/>\n",
       "</g>\n",
       "<!-- exp3 -->\n",
       "<g id=\"node220\" class=\"node\"><title>exp3</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"766,-22994 672,-22994 672,-22936 766,-22936 766,-22994\"/>\n",
       "<text text-anchor=\"middle\" x=\"719\" y=\"-22961.3\" font-family=\"Times,serif\" font-size=\"14.00\">exp3</text>\n",
       "</g>\n",
       "<!-- exp3&#45;&gt;slice_axis17 -->\n",
       "<g id=\"edge243\" class=\"edge\"><title>exp3&#45;&gt;slice_axis17</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M719,-22925.7C719,-22917.2 719,-22908.3 719,-22900.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"719,-22935.9 714.5,-22925.9 719,-22930.9 719,-22925.9 719,-22925.9 719,-22925.9 719,-22930.9 723.5,-22925.9 719,-22935.9 719,-22935.9\"/>\n",
       "</g>\n",
       "<!-- broadcast_mul12 -->\n",
       "<g id=\"node221\" class=\"node\"><title>broadcast_mul12</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"766,-23088 672,-23088 672,-23030 766,-23030 766,-23088\"/>\n",
       "<text text-anchor=\"middle\" x=\"719\" y=\"-23055.3\" font-family=\"Times,serif\" font-size=\"14.00\">broadcast_mul12</text>\n",
       "</g>\n",
       "<!-- broadcast_mul12&#45;&gt;exp3 -->\n",
       "<g id=\"edge244\" class=\"edge\"><title>broadcast_mul12&#45;&gt;exp3</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M719,-23019.7C719,-23011.2 719,-23002.3 719,-22994.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"719,-23029.9 714.5,-23019.9 719,-23024.9 719,-23019.9 719,-23019.9 719,-23019.9 719,-23024.9 723.5,-23019.9 719,-23029.9 719,-23029.9\"/>\n",
       "</g>\n",
       "<!-- _divscalar3 -->\n",
       "<g id=\"node222\" class=\"node\"><title>_divscalar3</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"766,-23182 672,-23182 672,-23124 766,-23124 766,-23182\"/>\n",
       "<text text-anchor=\"middle\" x=\"719\" y=\"-23149.3\" font-family=\"Times,serif\" font-size=\"14.00\">_divscalar3</text>\n",
       "</g>\n",
       "<!-- _divscalar3&#45;&gt;broadcast_mul12 -->\n",
       "<g id=\"edge245\" class=\"edge\"><title>_divscalar3&#45;&gt;broadcast_mul12</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M719,-23113.7C719,-23105.2 719,-23096.3 719,-23088.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"719,-23123.9 714.5,-23113.9 719,-23118.9 719,-23113.9 719,-23113.9 719,-23113.9 719,-23118.9 723.5,-23113.9 719,-23123.9 719,-23123.9\"/>\n",
       "</g>\n",
       "<!-- _minus14 -->\n",
       "<g id=\"node223\" class=\"node\"><title>_minus14</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"766,-23276 672,-23276 672,-23218 766,-23218 766,-23276\"/>\n",
       "<text text-anchor=\"middle\" x=\"719\" y=\"-23243.3\" font-family=\"Times,serif\" font-size=\"14.00\">_minus14</text>\n",
       "</g>\n",
       "<!-- _minus14&#45;&gt;_mulscalar14 -->\n",
       "<g id=\"edge246\" class=\"edge\"><title>_minus14&#45;&gt;_mulscalar14</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M761.148,-23211.4C772.849,-23201.8 785.411,-23191.4 796.611,-23182.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"753.212,-23217.9 758.083,-23208.1 757.076,-23214.7 760.94,-23211.5 760.94,-23211.5 760.94,-23211.5 757.076,-23214.7 763.796,-23215 753.212,-23217.9 753.212,-23217.9\"/>\n",
       "</g>\n",
       "<!-- _minus14&#45;&gt;_divscalar3 -->\n",
       "<g id=\"edge247\" class=\"edge\"><title>_minus14&#45;&gt;_divscalar3</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M719,-23207.7C719,-23199.2 719,-23190.3 719,-23182.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"719,-23217.9 714.5,-23207.9 719,-23212.9 719,-23207.9 719,-23207.9 719,-23207.9 719,-23212.9 723.5,-23207.9 719,-23217.9 719,-23217.9\"/>\n",
       "</g>\n",
       "<!-- _plus55 -->\n",
       "<g id=\"node224\" class=\"node\"><title>_plus55</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"878,-23276 784,-23276 784,-23218 878,-23218 878,-23276\"/>\n",
       "<text text-anchor=\"middle\" x=\"831\" y=\"-23243.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus55</text>\n",
       "</g>\n",
       "<!-- _plus55&#45;&gt;_mulscalar14 -->\n",
       "<g id=\"edge248\" class=\"edge\"><title>_plus55&#45;&gt;_mulscalar14</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M831,-23207.7C831,-23199.2 831,-23190.3 831,-23182.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"831,-23217.9 826.5,-23207.9 831,-23212.9 831,-23207.9 831,-23207.9 831,-23207.9 831,-23212.9 835.5,-23207.9 831,-23217.9 831,-23217.9\"/>\n",
       "</g>\n",
       "<!-- _plus55&#45;&gt;_divscalar3 -->\n",
       "<g id=\"edge249\" class=\"edge\"><title>_plus55&#45;&gt;_divscalar3</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M788.852,-23211.4C777.151,-23201.8 764.589,-23191.4 753.389,-23182.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"796.788,-23217.9 786.204,-23215 792.924,-23214.7 789.06,-23211.5 789.06,-23211.5 789.06,-23211.5 792.924,-23214.7 791.917,-23208.1 796.788,-23217.9 796.788,-23217.9\"/>\n",
       "</g>\n",
       "<!-- concat12 -->\n",
       "<g id=\"node225\" class=\"node\"><title>concat12</title>\n",
       "<polygon fill=\"#fdb462\" stroke=\"black\" points=\"766,-23370 672,-23370 672,-23312 766,-23312 766,-23370\"/>\n",
       "<text text-anchor=\"middle\" x=\"719\" y=\"-23337.3\" font-family=\"Times,serif\" font-size=\"14.00\">concat12</text>\n",
       "</g>\n",
       "<!-- concat12&#45;&gt;_minus14 -->\n",
       "<g id=\"edge250\" class=\"edge\"><title>concat12&#45;&gt;_minus14</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M719,-23301.7C719,-23293.2 719,-23284.3 719,-23276.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"719,-23311.9 714.5,-23301.9 719,-23306.9 719,-23301.9 719,-23301.9 719,-23301.9 719,-23306.9 723.5,-23301.9 719,-23311.9 719,-23311.9\"/>\n",
       "</g>\n",
       "<!-- concat12&#45;&gt;_plus55 -->\n",
       "<g id=\"edge251\" class=\"edge\"><title>concat12&#45;&gt;_plus55</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M761.148,-23305.4C772.849,-23295.8 785.411,-23285.4 796.611,-23276.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"753.212,-23311.9 758.083,-23302.1 757.076,-23308.7 760.94,-23305.5 760.94,-23305.5 760.94,-23305.5 757.076,-23308.7 763.796,-23309 753.212,-23311.9 753.212,-23311.9\"/>\n",
       "</g>\n",
       "<!-- tile4 -->\n",
       "<g id=\"node226\" class=\"node\"><title>tile4</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"710,-23464 616,-23464 616,-23406 710,-23406 710,-23464\"/>\n",
       "<text text-anchor=\"middle\" x=\"663\" y=\"-23431.3\" font-family=\"Times,serif\" font-size=\"14.00\">tile4</text>\n",
       "</g>\n",
       "<!-- tile4&#45;&gt;concat12 -->\n",
       "<g id=\"edge252\" class=\"edge\"><title>tile4&#45;&gt;concat12</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M685.431,-23397.1C690.887,-23388.2 696.637,-23378.7 701.806,-23370.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"680.106,-23405.9 681.462,-23395 682.706,-23401.6 685.306,-23397.4 685.306,-23397.4 685.306,-23397.4 682.706,-23401.6 689.15,-23399.7 680.106,-23405.9 680.106,-23405.9\"/>\n",
       "</g>\n",
       "<!-- concat13 -->\n",
       "<g id=\"node227\" class=\"node\"><title>concat13</title>\n",
       "<polygon fill=\"#fdb462\" stroke=\"black\" points=\"570,-23558 476,-23558 476,-23500 570,-23500 570,-23558\"/>\n",
       "<text text-anchor=\"middle\" x=\"523\" y=\"-23525.3\" font-family=\"Times,serif\" font-size=\"14.00\">concat13</text>\n",
       "</g>\n",
       "<!-- concat13&#45;&gt;expand_dims10 -->\n",
       "<g id=\"edge254\" class=\"edge\"><title>concat13&#45;&gt;expand_dims10</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M486.857,-23492.1C479.52,-23483.4 472.406,-23473.8 467,-23464 445.942,-23425.8 445.288,-23413.1 439,-23370 435.282,-23344.5 429.933,-23336.1 439,-23312 443.985,-23298.7 453.107,-23286.4 462.561,-23276.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"493.614,-23499.8 483.629,-23495.2 490.311,-23496 487.007,-23492.2 487.007,-23492.2 487.007,-23492.2 490.311,-23496 490.385,-23489.3 493.614,-23499.8 493.614,-23499.8\"/>\n",
       "</g>\n",
       "<!-- concat13&#45;&gt;broadcast_add5 -->\n",
       "<g id=\"edge253\" class=\"edge\"><title>concat13&#45;&gt;broadcast_add5</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M523,-23489.7C523,-23481.2 523,-23472.3 523,-23464.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"523,-23499.9 518.5,-23489.9 523,-23494.9 523,-23489.9 523,-23489.9 523,-23489.9 523,-23494.9 527.5,-23489.9 523,-23499.9 523,-23499.9\"/>\n",
       "</g>\n",
       "<!-- concat13&#45;&gt;tile4 -->\n",
       "<g id=\"edge255\" class=\"edge\"><title>concat13&#45;&gt;tile4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M574.422,-23494.2C589.404,-23484.4 605.611,-23473.7 620.014,-23464.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"565.765,-23499.9 571.651,-23490.6 569.944,-23497.2 574.122,-23494.4 574.122,-23494.4 574.122,-23494.4 569.944,-23497.2 576.594,-23498.2 565.765,-23499.9 565.765,-23499.9\"/>\n",
       "</g>\n",
       "<!-- transpose5 -->\n",
       "<g id=\"node228\" class=\"node\"><title>transpose5</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"570,-23652 476,-23652 476,-23594 570,-23594 570,-23652\"/>\n",
       "<text text-anchor=\"middle\" x=\"523\" y=\"-23619.3\" font-family=\"Times,serif\" font-size=\"14.00\">transpose5</text>\n",
       "</g>\n",
       "<!-- transpose5&#45;&gt;concat13 -->\n",
       "<g id=\"edge256\" class=\"edge\"><title>transpose5&#45;&gt;concat13</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M523,-23583.7C523,-23575.2 523,-23566.3 523,-23558.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"523,-23593.9 518.5,-23583.9 523,-23588.9 523,-23583.9 523,-23583.9 523,-23583.9 523,-23588.9 527.5,-23583.9 523,-23593.9 523,-23593.9\"/>\n",
       "</g>\n",
       "<!-- reshape25 -->\n",
       "<g id=\"node229\" class=\"node\"><title>reshape25</title>\n",
       "<polygon fill=\"#fdb462\" stroke=\"black\" points=\"570,-23746 476,-23746 476,-23688 570,-23688 570,-23746\"/>\n",
       "<text text-anchor=\"middle\" x=\"523\" y=\"-23713.3\" font-family=\"Times,serif\" font-size=\"14.00\">reshape25</text>\n",
       "</g>\n",
       "<!-- reshape25&#45;&gt;transpose5 -->\n",
       "<g id=\"edge257\" class=\"edge\"><title>reshape25&#45;&gt;transpose5</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M523,-23677.7C523,-23669.2 523,-23660.3 523,-23652.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"523,-23687.9 518.5,-23677.9 523,-23682.9 523,-23677.9 523,-23677.9 523,-23677.9 523,-23682.9 527.5,-23677.9 523,-23687.9 523,-23687.9\"/>\n",
       "</g>\n",
       "<!-- conv_58 -->\n",
       "<g id=\"node230\" class=\"node\"><title>conv_58</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"635,-18388 541,-18388 541,-18330 635,-18330 635,-18388\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-18362.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-18347.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_58&#45;&gt;leaky_relu_56 -->\n",
       "<g id=\"edge258\" class=\"edge\"><title>conv_58&#45;&gt;leaky_relu_56</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M603.046,-18320.6C606.583,-18311.8 610.295,-18302.6 613.639,-18294.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"599.302,-18329.9 598.859,-18318.9 601.168,-18325.3 603.034,-18320.6 603.034,-18320.6 603.034,-18320.6 601.168,-18325.3 607.209,-18322.3 599.302,-18329.9 599.302,-18329.9\"/>\n",
       "</g>\n",
       "<!-- bn_58 -->\n",
       "<g id=\"node231\" class=\"node\"><title>bn_58</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"635,-18482 541,-18482 541,-18424 635,-18424 635,-18482\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-18449.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_58</text>\n",
       "</g>\n",
       "<!-- bn_58&#45;&gt;conv_58 -->\n",
       "<g id=\"edge259\" class=\"edge\"><title>bn_58&#45;&gt;conv_58</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M588,-18413.7C588,-18405.2 588,-18396.3 588,-18388.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"588,-18423.9 583.5,-18413.9 588,-18418.9 588,-18413.9 588,-18413.9 588,-18413.9 588,-18418.9 592.5,-18413.9 588,-18423.9 588,-18423.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_58 -->\n",
       "<g id=\"node232\" class=\"node\"><title>leaky_relu_58</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"635,-18576 541,-18576 541,-18518 635,-18518 635,-18576\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-18550.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-18535.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_58&#45;&gt;bn_58 -->\n",
       "<g id=\"edge260\" class=\"edge\"><title>leaky_relu_58&#45;&gt;bn_58</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M588,-18507.7C588,-18499.2 588,-18490.3 588,-18482.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"588,-18517.9 583.5,-18507.9 588,-18512.9 588,-18507.9 588,-18507.9 588,-18507.9 588,-18512.9 592.5,-18507.9 588,-18517.9 588,-18517.9\"/>\n",
       "</g>\n",
       "<!-- upsampling2 -->\n",
       "<g id=\"node233\" class=\"node\"><title>upsampling2</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"635,-18670 541,-18670 541,-18612 635,-18612 635,-18670\"/>\n",
       "<text text-anchor=\"middle\" x=\"588\" y=\"-18637.3\" font-family=\"Times,serif\" font-size=\"14.00\">upsampling2</text>\n",
       "</g>\n",
       "<!-- upsampling2&#45;&gt;leaky_relu_58 -->\n",
       "<g id=\"edge261\" class=\"edge\"><title>upsampling2&#45;&gt;leaky_relu_58</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M588,-18601.7C588,-18593.2 588,-18584.3 588,-18576.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"588,-18611.9 583.5,-18601.9 588,-18606.9 588,-18601.9 588,-18601.9 588,-18601.9 588,-18606.9 592.5,-18601.9 588,-18611.9 588,-18611.9\"/>\n",
       "</g>\n",
       "<!-- concat10 -->\n",
       "<g id=\"node234\" class=\"node\"><title>concat10</title>\n",
       "<polygon fill=\"#fdb462\" stroke=\"black\" points=\"633,-18764 539,-18764 539,-18706 633,-18706 633,-18764\"/>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-18731.3\" font-family=\"Times,serif\" font-size=\"14.00\">concat10</text>\n",
       "</g>\n",
       "<!-- concat10&#45;&gt;_plus50 -->\n",
       "<g id=\"edge263\" class=\"edge\"><title>concat10&#45;&gt;_plus50</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M549.767,-18697.9C542.902,-18689.3 536.478,-18679.8 532,-18670 509.24,-18620.1 513,-18602.9 513,-18548 513,-18548 513,-18548 513,-14128 513,-14073.1 513.734,-14057.7 532,-14006 536.358,-13993.7 543.116,-13981 549.671,-13970.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"556.434,-18705.8 546.541,-18701 553.206,-18702 549.977,-18698.1 549.977,-18698.1 549.977,-18698.1 553.206,-18702 553.413,-18695.2 556.434,-18705.8 556.434,-18705.8\"/>\n",
       "</g>\n",
       "<!-- concat10&#45;&gt;upsampling2 -->\n",
       "<g id=\"edge262\" class=\"edge\"><title>concat10&#45;&gt;upsampling2</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M586.832,-18695.7C587.017,-18687.2 587.211,-18678.3 587.386,-18670.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"586.611,-18705.9 582.329,-18695.8 586.72,-18700.9 586.828,-18695.9 586.828,-18695.9 586.828,-18695.9 586.72,-18700.9 591.327,-18696 586.611,-18705.9 586.611,-18705.9\"/>\n",
       "</g>\n",
       "<!-- conv_59 -->\n",
       "<g id=\"node235\" class=\"node\"><title>conv_59</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"633,-18858 539,-18858 539,-18800 633,-18800 633,-18858\"/>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-18832.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-18817.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_59&#45;&gt;concat10 -->\n",
       "<g id=\"edge264\" class=\"edge\"><title>conv_59&#45;&gt;concat10</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M586,-18789.7C586,-18781.2 586,-18772.3 586,-18764.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"586,-18799.9 581.5,-18789.9 586,-18794.9 586,-18789.9 586,-18789.9 586,-18789.9 586,-18794.9 590.5,-18789.9 586,-18799.9 586,-18799.9\"/>\n",
       "</g>\n",
       "<!-- bn_59 -->\n",
       "<g id=\"node236\" class=\"node\"><title>bn_59</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"633,-18952 539,-18952 539,-18894 633,-18894 633,-18952\"/>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-18919.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_59</text>\n",
       "</g>\n",
       "<!-- bn_59&#45;&gt;conv_59 -->\n",
       "<g id=\"edge265\" class=\"edge\"><title>bn_59&#45;&gt;conv_59</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M586,-18883.7C586,-18875.2 586,-18866.3 586,-18858.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"586,-18893.9 581.5,-18883.9 586,-18888.9 586,-18883.9 586,-18883.9 586,-18883.9 586,-18888.9 590.5,-18883.9 586,-18893.9 586,-18893.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_59 -->\n",
       "<g id=\"node237\" class=\"node\"><title>leaky_relu_59</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"633,-19046 539,-19046 539,-18988 633,-18988 633,-19046\"/>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-19020.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-19005.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_59&#45;&gt;bn_59 -->\n",
       "<g id=\"edge266\" class=\"edge\"><title>leaky_relu_59&#45;&gt;bn_59</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M586,-18977.7C586,-18969.2 586,-18960.3 586,-18952.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"586,-18987.9 581.5,-18977.9 586,-18982.9 586,-18977.9 586,-18977.9 586,-18977.9 586,-18982.9 590.5,-18977.9 586,-18987.9 586,-18987.9\"/>\n",
       "</g>\n",
       "<!-- conv_60 -->\n",
       "<g id=\"node238\" class=\"node\"><title>conv_60</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"633,-19140 539,-19140 539,-19082 633,-19082 633,-19140\"/>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-19114.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-19099.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_60&#45;&gt;leaky_relu_59 -->\n",
       "<g id=\"edge267\" class=\"edge\"><title>conv_60&#45;&gt;leaky_relu_59</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M586,-19071.7C586,-19063.2 586,-19054.3 586,-19046.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"586,-19081.9 581.5,-19071.9 586,-19076.9 586,-19071.9 586,-19071.9 586,-19071.9 586,-19076.9 590.5,-19071.9 586,-19081.9 586,-19081.9\"/>\n",
       "</g>\n",
       "<!-- bn_60 -->\n",
       "<g id=\"node239\" class=\"node\"><title>bn_60</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"633,-19234 539,-19234 539,-19176 633,-19176 633,-19234\"/>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-19201.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_60</text>\n",
       "</g>\n",
       "<!-- bn_60&#45;&gt;conv_60 -->\n",
       "<g id=\"edge268\" class=\"edge\"><title>bn_60&#45;&gt;conv_60</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M586,-19165.7C586,-19157.2 586,-19148.3 586,-19140.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"586,-19175.9 581.5,-19165.9 586,-19170.9 586,-19165.9 586,-19165.9 586,-19165.9 586,-19170.9 590.5,-19165.9 586,-19175.9 586,-19175.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_60 -->\n",
       "<g id=\"node240\" class=\"node\"><title>leaky_relu_60</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"633,-19328 539,-19328 539,-19270 633,-19270 633,-19328\"/>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-19302.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-19287.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_60&#45;&gt;bn_60 -->\n",
       "<g id=\"edge269\" class=\"edge\"><title>leaky_relu_60&#45;&gt;bn_60</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M586,-19259.7C586,-19251.2 586,-19242.3 586,-19234.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"586,-19269.9 581.5,-19259.9 586,-19264.9 586,-19259.9 586,-19259.9 586,-19259.9 586,-19264.9 590.5,-19259.9 586,-19269.9 586,-19269.9\"/>\n",
       "</g>\n",
       "<!-- conv_61 -->\n",
       "<g id=\"node241\" class=\"node\"><title>conv_61</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"633,-19422 539,-19422 539,-19364 633,-19364 633,-19422\"/>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-19396.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-19381.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_61&#45;&gt;leaky_relu_60 -->\n",
       "<g id=\"edge270\" class=\"edge\"><title>conv_61&#45;&gt;leaky_relu_60</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M586,-19353.7C586,-19345.2 586,-19336.3 586,-19328.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"586,-19363.9 581.5,-19353.9 586,-19358.9 586,-19353.9 586,-19353.9 586,-19353.9 586,-19358.9 590.5,-19353.9 586,-19363.9 586,-19363.9\"/>\n",
       "</g>\n",
       "<!-- bn_61 -->\n",
       "<g id=\"node242\" class=\"node\"><title>bn_61</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"633,-19516 539,-19516 539,-19458 633,-19458 633,-19516\"/>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-19483.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_61</text>\n",
       "</g>\n",
       "<!-- bn_61&#45;&gt;conv_61 -->\n",
       "<g id=\"edge271\" class=\"edge\"><title>bn_61&#45;&gt;conv_61</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M586,-19447.7C586,-19439.2 586,-19430.3 586,-19422.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"586,-19457.9 581.5,-19447.9 586,-19452.9 586,-19447.9 586,-19447.9 586,-19447.9 586,-19452.9 590.5,-19447.9 586,-19457.9 586,-19457.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_61 -->\n",
       "<g id=\"node243\" class=\"node\"><title>leaky_relu_61</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"633,-19610 539,-19610 539,-19552 633,-19552 633,-19610\"/>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-19584.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-19569.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_61&#45;&gt;bn_61 -->\n",
       "<g id=\"edge272\" class=\"edge\"><title>leaky_relu_61&#45;&gt;bn_61</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M586,-19541.7C586,-19533.2 586,-19524.3 586,-19516.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"586,-19551.9 581.5,-19541.9 586,-19546.9 586,-19541.9 586,-19541.9 586,-19541.9 586,-19546.9 590.5,-19541.9 586,-19551.9 586,-19551.9\"/>\n",
       "</g>\n",
       "<!-- conv_62 -->\n",
       "<g id=\"node244\" class=\"node\"><title>conv_62</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"633,-19704 539,-19704 539,-19646 633,-19646 633,-19704\"/>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-19678.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-19663.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_62&#45;&gt;leaky_relu_61 -->\n",
       "<g id=\"edge273\" class=\"edge\"><title>conv_62&#45;&gt;leaky_relu_61</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M586,-19635.7C586,-19627.2 586,-19618.3 586,-19610.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"586,-19645.9 581.5,-19635.9 586,-19640.9 586,-19635.9 586,-19635.9 586,-19635.9 586,-19640.9 590.5,-19635.9 586,-19645.9 586,-19645.9\"/>\n",
       "</g>\n",
       "<!-- bn_62 -->\n",
       "<g id=\"node245\" class=\"node\"><title>bn_62</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"633,-19798 539,-19798 539,-19740 633,-19740 633,-19798\"/>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-19765.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_62</text>\n",
       "</g>\n",
       "<!-- bn_62&#45;&gt;conv_62 -->\n",
       "<g id=\"edge274\" class=\"edge\"><title>bn_62&#45;&gt;conv_62</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M586,-19729.7C586,-19721.2 586,-19712.3 586,-19704.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"586,-19739.9 581.5,-19729.9 586,-19734.9 586,-19729.9 586,-19729.9 586,-19729.9 586,-19734.9 590.5,-19729.9 586,-19739.9 586,-19739.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_62 -->\n",
       "<g id=\"node246\" class=\"node\"><title>leaky_relu_62</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"633,-19892 539,-19892 539,-19834 633,-19834 633,-19892\"/>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-19866.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-19851.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_62&#45;&gt;bn_62 -->\n",
       "<g id=\"edge275\" class=\"edge\"><title>leaky_relu_62&#45;&gt;bn_62</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M586,-19823.7C586,-19815.2 586,-19806.3 586,-19798.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"586,-19833.9 581.5,-19823.9 586,-19828.9 586,-19823.9 586,-19823.9 586,-19823.9 586,-19828.9 590.5,-19823.9 586,-19833.9 586,-19833.9\"/>\n",
       "</g>\n",
       "<!-- conv_63 -->\n",
       "<g id=\"node247\" class=\"node\"><title>conv_63</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"633,-19986 539,-19986 539,-19928 633,-19928 633,-19986\"/>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-19960.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-19945.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_63&#45;&gt;leaky_relu_62 -->\n",
       "<g id=\"edge276\" class=\"edge\"><title>conv_63&#45;&gt;leaky_relu_62</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M586,-19917.7C586,-19909.2 586,-19900.3 586,-19892.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"586,-19927.9 581.5,-19917.9 586,-19922.9 586,-19917.9 586,-19917.9 586,-19917.9 586,-19922.9 590.5,-19917.9 586,-19927.9 586,-19927.9\"/>\n",
       "</g>\n",
       "<!-- bn_63 -->\n",
       "<g id=\"node248\" class=\"node\"><title>bn_63</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"633,-20080 539,-20080 539,-20022 633,-20022 633,-20080\"/>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-20047.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_63</text>\n",
       "</g>\n",
       "<!-- bn_63&#45;&gt;conv_63 -->\n",
       "<g id=\"edge277\" class=\"edge\"><title>bn_63&#45;&gt;conv_63</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M586,-20011.7C586,-20003.2 586,-19994.3 586,-19986.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"586,-20021.9 581.5,-20011.9 586,-20016.9 586,-20011.9 586,-20011.9 586,-20011.9 586,-20016.9 590.5,-20011.9 586,-20021.9 586,-20021.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_63 -->\n",
       "<g id=\"node249\" class=\"node\"><title>leaky_relu_63</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"633,-20174 539,-20174 539,-20116 633,-20116 633,-20174\"/>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-20148.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"586\" y=\"-20133.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_63&#45;&gt;bn_63 -->\n",
       "<g id=\"edge278\" class=\"edge\"><title>leaky_relu_63&#45;&gt;bn_63</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M586,-20105.7C586,-20097.2 586,-20088.3 586,-20080.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"586,-20115.9 581.5,-20105.9 586,-20110.9 586,-20105.9 586,-20105.9 586,-20105.9 586,-20110.9 590.5,-20105.9 586,-20115.9 586,-20115.9\"/>\n",
       "</g>\n",
       "<!-- conv_64 -->\n",
       "<g id=\"node250\" class=\"node\"><title>conv_64</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"805,-21960 711,-21960 711,-21902 805,-21902 805,-21960\"/>\n",
       "<text text-anchor=\"middle\" x=\"758\" y=\"-21934.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"758\" y=\"-21919.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 512</text>\n",
       "</g>\n",
       "<!-- conv_64&#45;&gt;leaky_relu_63 -->\n",
       "<g id=\"edge279\" class=\"edge\"><title>conv_64&#45;&gt;leaky_relu_63</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M748.526,-21891.9C740.065,-21854.5 729,-21795.7 729,-21744 729,-21744 729,-21744 729,-20332 729,-20264.6 669.234,-20206.6 626.978,-20174\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"750.831,-21901.9 744.192,-21893.1 749.704,-21897 748.576,-21892.1 748.576,-21892.1 748.576,-21892.1 749.704,-21897 752.96,-21891.1 750.831,-21901.9 750.831,-21901.9\"/>\n",
       "</g>\n",
       "<!-- bn_64 -->\n",
       "<g id=\"node251\" class=\"node\"><title>bn_64</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"826,-22242 732,-22242 732,-22184 826,-22184 826,-22242\"/>\n",
       "<text text-anchor=\"middle\" x=\"779\" y=\"-22209.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_64</text>\n",
       "</g>\n",
       "<!-- bn_64&#45;&gt;conv_64 -->\n",
       "<g id=\"edge280\" class=\"edge\"><title>bn_64&#45;&gt;conv_64</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M776.136,-22173.8C771.858,-22116.8 763.897,-22010.6 760.108,-21960.1\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"776.89,-22183.9 771.655,-22174.2 776.516,-22178.9 776.142,-22173.9 776.142,-22173.9 776.142,-22173.9 776.516,-22178.9 780.63,-22173.6 776.89,-22183.9 776.89,-22183.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_64 -->\n",
       "<g id=\"node252\" class=\"node\"><title>leaky_relu_64</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"835,-22336 741,-22336 741,-22278 835,-22278 835,-22336\"/>\n",
       "<text text-anchor=\"middle\" x=\"788\" y=\"-22310.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"788\" y=\"-22295.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_64&#45;&gt;bn_64 -->\n",
       "<g id=\"edge281\" class=\"edge\"><title>leaky_relu_64&#45;&gt;bn_64</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M784.258,-22267.7C783.422,-22259.2 782.551,-22250.3 781.763,-22242.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"785.251,-22277.9 779.798,-22268.4 784.764,-22272.9 784.277,-22267.9 784.277,-22267.9 784.277,-22267.9 784.764,-22272.9 788.756,-22267.5 785.251,-22277.9 785.251,-22277.9\"/>\n",
       "</g>\n",
       "<!-- cast4 -->\n",
       "<g id=\"node253\" class=\"node\"><title>cast4</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"852,-22430 758,-22430 758,-22372 852,-22372 852,-22430\"/>\n",
       "<text text-anchor=\"middle\" x=\"805\" y=\"-22397.3\" font-family=\"Times,serif\" font-size=\"14.00\">cast4</text>\n",
       "</g>\n",
       "<!-- cast4&#45;&gt;leaky_relu_64 -->\n",
       "<g id=\"edge282\" class=\"edge\"><title>cast4&#45;&gt;leaky_relu_64</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M797.983,-22362C796.389,-22353.4 794.724,-22344.4 793.22,-22336.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"799.807,-22371.9 793.565,-22362.9 798.898,-22367 797.99,-22362.1 797.99,-22362.1 797.99,-22362.1 798.898,-22367 802.415,-22361.2 799.807,-22371.9 799.807,-22371.9\"/>\n",
       "</g>\n",
       "<!-- conv_output_1 -->\n",
       "<g id=\"node254\" class=\"node\"><title>conv_output_1</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"887,-22524 793,-22524 793,-22466 887,-22466 887,-22524\"/>\n",
       "<text text-anchor=\"middle\" x=\"840\" y=\"-22498.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"840\" y=\"-22483.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 18</text>\n",
       "</g>\n",
       "<!-- conv_output_1&#45;&gt;cast4 -->\n",
       "<g id=\"edge283\" class=\"edge\"><title>conv_output_1&#45;&gt;cast4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M825.66,-22456.3C822.346,-22447.6 818.876,-22438.5 815.746,-22430.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"829.309,-22465.9 821.547,-22458.2 827.531,-22461.2 825.753,-22456.6 825.753,-22456.6 825.753,-22456.6 827.531,-22461.2 829.959,-22455 829.309,-22465.9 829.309,-22465.9\"/>\n",
       "</g>\n",
       "<!-- reshape26 -->\n",
       "<g id=\"node255\" class=\"node\"><title>reshape26</title>\n",
       "<polygon fill=\"#fdb462\" stroke=\"black\" points=\"957,-22618 863,-22618 863,-22560 957,-22560 957,-22618\"/>\n",
       "<text text-anchor=\"middle\" x=\"910\" y=\"-22585.3\" font-family=\"Times,serif\" font-size=\"14.00\">reshape26</text>\n",
       "</g>\n",
       "<!-- reshape26&#45;&gt;conv_output_1 -->\n",
       "<g id=\"edge284\" class=\"edge\"><title>reshape26&#45;&gt;conv_output_1</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M882.387,-22551.7C875.441,-22542.6 868.089,-22532.9 861.493,-22524.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"888.617,-22559.9 878.981,-22554.7 885.59,-22555.9 882.562,-22551.9 882.562,-22551.9 882.562,-22551.9 885.59,-22555.9 886.143,-22549.2 888.617,-22559.9 888.617,-22559.9\"/>\n",
       "</g>\n",
       "<!-- transpose6 -->\n",
       "<g id=\"node256\" class=\"node\"><title>transpose6</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"1097,-22712 1003,-22712 1003,-22654 1097,-22654 1097,-22712\"/>\n",
       "<text text-anchor=\"middle\" x=\"1050\" y=\"-22679.3\" font-family=\"Times,serif\" font-size=\"14.00\">transpose6</text>\n",
       "</g>\n",
       "<!-- transpose6&#45;&gt;reshape26 -->\n",
       "<g id=\"edge285\" class=\"edge\"><title>transpose6&#45;&gt;reshape26</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M998.578,-22648.2C983.596,-22638.4 967.389,-22627.7 952.986,-22618.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1007.23,-22653.9 996.406,-22652.2 1003.06,-22651.2 998.878,-22648.4 998.878,-22648.4 998.878,-22648.4 1003.06,-22651.2 1001.35,-22644.6 1007.23,-22653.9 1007.23,-22653.9\"/>\n",
       "</g>\n",
       "<!-- reshape27 -->\n",
       "<g id=\"node257\" class=\"node\"><title>reshape27</title>\n",
       "<polygon fill=\"#fdb462\" stroke=\"black\" points=\"1102,-22806 1008,-22806 1008,-22748 1102,-22748 1102,-22806\"/>\n",
       "<text text-anchor=\"middle\" x=\"1055\" y=\"-22773.3\" font-family=\"Times,serif\" font-size=\"14.00\">reshape27</text>\n",
       "</g>\n",
       "<!-- reshape27&#45;&gt;transpose6 -->\n",
       "<g id=\"edge286\" class=\"edge\"><title>reshape27&#45;&gt;transpose6</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1052.92,-22737.7C1052.46,-22729.2 1051.97,-22720.3 1051.54,-22712.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1053.47,-22747.9 1048.44,-22738.2 1053.2,-22742.9 1052.93,-22737.9 1052.93,-22737.9 1052.93,-22737.9 1053.2,-22742.9 1057.42,-22737.7 1053.47,-22747.9 1053.47,-22747.9\"/>\n",
       "</g>\n",
       "<!-- slice_axis23 -->\n",
       "<g id=\"node258\" class=\"node\"><title>slice_axis23</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"990,-22900 896,-22900 896,-22842 990,-22842 990,-22900\"/>\n",
       "<text text-anchor=\"middle\" x=\"943\" y=\"-22867.3\" font-family=\"Times,serif\" font-size=\"14.00\">slice_axis23</text>\n",
       "</g>\n",
       "<!-- slice_axis23&#45;&gt;reshape27 -->\n",
       "<g id=\"edge287\" class=\"edge\"><title>slice_axis23&#45;&gt;reshape27</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M985.148,-22835.4C996.849,-22825.8 1009.41,-22815.4 1020.61,-22806.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"977.212,-22841.9 982.083,-22832.1 981.076,-22838.7 984.94,-22835.5 984.94,-22835.5 984.94,-22835.5 981.076,-22838.7 987.796,-22839 977.212,-22841.9 977.212,-22841.9\"/>\n",
       "</g>\n",
       "<!-- sigmoid14 -->\n",
       "<g id=\"node259\" class=\"node\"><title>sigmoid14</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"990,-22994 896,-22994 896,-22936 990,-22936 990,-22994\"/>\n",
       "<text text-anchor=\"middle\" x=\"943\" y=\"-22961.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigmoid14</text>\n",
       "</g>\n",
       "<!-- sigmoid14&#45;&gt;slice_axis23 -->\n",
       "<g id=\"edge288\" class=\"edge\"><title>sigmoid14&#45;&gt;slice_axis23</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M943,-22925.7C943,-22917.2 943,-22908.3 943,-22900.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"943,-22935.9 938.5,-22925.9 943,-22930.9 943,-22925.9 943,-22925.9 943,-22925.9 943,-22930.9 947.5,-22925.9 943,-22935.9 943,-22935.9\"/>\n",
       "</g>\n",
       "<!-- slice_axis22 -->\n",
       "<g id=\"node260\" class=\"node\"><title>slice_axis22</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"1102,-22900 1008,-22900 1008,-22842 1102,-22842 1102,-22900\"/>\n",
       "<text text-anchor=\"middle\" x=\"1055\" y=\"-22867.3\" font-family=\"Times,serif\" font-size=\"14.00\">slice_axis22</text>\n",
       "</g>\n",
       "<!-- slice_axis22&#45;&gt;reshape27 -->\n",
       "<g id=\"edge289\" class=\"edge\"><title>slice_axis22&#45;&gt;reshape27</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1055,-22831.7C1055,-22823.2 1055,-22814.3 1055,-22806.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1055,-22841.9 1050.5,-22831.9 1055,-22836.9 1055,-22831.9 1055,-22831.9 1055,-22831.9 1055,-22836.9 1059.5,-22831.9 1055,-22841.9 1055,-22841.9\"/>\n",
       "</g>\n",
       "<!-- sigmoid13 -->\n",
       "<g id=\"node261\" class=\"node\"><title>sigmoid13</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"1102,-22994 1008,-22994 1008,-22936 1102,-22936 1102,-22994\"/>\n",
       "<text text-anchor=\"middle\" x=\"1055\" y=\"-22961.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigmoid13</text>\n",
       "</g>\n",
       "<!-- sigmoid13&#45;&gt;slice_axis22 -->\n",
       "<g id=\"edge290\" class=\"edge\"><title>sigmoid13&#45;&gt;slice_axis22</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1055,-22925.7C1055,-22917.2 1055,-22908.3 1055,-22900.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1055,-22935.9 1050.5,-22925.9 1055,-22930.9 1055,-22925.9 1055,-22925.9 1055,-22925.9 1055,-22930.9 1059.5,-22925.9 1055,-22935.9 1055,-22935.9\"/>\n",
       "</g>\n",
       "<!-- broadcast_mul15 -->\n",
       "<g id=\"node262\" class=\"node\"><title>broadcast_mul15</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"1102,-23088 1008,-23088 1008,-23030 1102,-23030 1102,-23088\"/>\n",
       "<text text-anchor=\"middle\" x=\"1055\" y=\"-23055.3\" font-family=\"Times,serif\" font-size=\"14.00\">broadcast_mul15</text>\n",
       "</g>\n",
       "<!-- broadcast_mul15&#45;&gt;sigmoid14 -->\n",
       "<g id=\"edge291\" class=\"edge\"><title>broadcast_mul15&#45;&gt;sigmoid14</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1012.85,-23023.4C1001.15,-23013.8 988.589,-23003.4 977.389,-22994.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1020.79,-23029.9 1010.2,-23027 1016.92,-23026.7 1013.06,-23023.5 1013.06,-23023.5 1013.06,-23023.5 1016.92,-23026.7 1015.92,-23020.1 1020.79,-23029.9 1020.79,-23029.9\"/>\n",
       "</g>\n",
       "<!-- broadcast_mul15&#45;&gt;sigmoid13 -->\n",
       "<g id=\"edge292\" class=\"edge\"><title>broadcast_mul15&#45;&gt;sigmoid13</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1055,-23019.7C1055,-23011.2 1055,-23002.3 1055,-22994.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1055,-23029.9 1050.5,-23019.9 1055,-23024.9 1055,-23019.9 1055,-23019.9 1055,-23019.9 1055,-23024.9 1059.5,-23019.9 1055,-23029.9 1055,-23029.9\"/>\n",
       "</g>\n",
       "<!-- transpose7 -->\n",
       "<g id=\"node263\" class=\"node\"><title>transpose7</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"1102,-23182 1008,-23182 1008,-23124 1102,-23124 1102,-23182\"/>\n",
       "<text text-anchor=\"middle\" x=\"1055\" y=\"-23149.3\" font-family=\"Times,serif\" font-size=\"14.00\">transpose7</text>\n",
       "</g>\n",
       "<!-- transpose7&#45;&gt;broadcast_mul15 -->\n",
       "<g id=\"edge293\" class=\"edge\"><title>transpose7&#45;&gt;broadcast_mul15</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1055,-23113.7C1055,-23105.2 1055,-23096.3 1055,-23088.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1055,-23123.9 1050.5,-23113.9 1055,-23118.9 1055,-23113.9 1055,-23113.9 1055,-23113.9 1055,-23118.9 1059.5,-23113.9 1055,-23123.9 1055,-23123.9\"/>\n",
       "</g>\n",
       "<!-- expand_dims11 -->\n",
       "<g id=\"node264\" class=\"node\"><title>expand_dims11</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"1102,-23276 1008,-23276 1008,-23218 1102,-23218 1102,-23276\"/>\n",
       "<text text-anchor=\"middle\" x=\"1055\" y=\"-23243.3\" font-family=\"Times,serif\" font-size=\"14.00\">expand_dims11</text>\n",
       "</g>\n",
       "<!-- expand_dims11&#45;&gt;transpose7 -->\n",
       "<g id=\"edge294\" class=\"edge\"><title>expand_dims11&#45;&gt;transpose7</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1055,-23207.7C1055,-23199.2 1055,-23190.3 1055,-23182.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1055,-23217.9 1050.5,-23207.9 1055,-23212.9 1055,-23207.9 1055,-23207.9 1055,-23207.9 1055,-23212.9 1059.5,-23207.9 1055,-23217.9 1055,-23217.9\"/>\n",
       "</g>\n",
       "<!-- _mulscalar17 -->\n",
       "<g id=\"node265\" class=\"node\"><title>_mulscalar17</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"1083,-23370 989,-23370 989,-23312 1083,-23312 1083,-23370\"/>\n",
       "<text text-anchor=\"middle\" x=\"1036\" y=\"-23337.3\" font-family=\"Times,serif\" font-size=\"14.00\">_mulscalar17</text>\n",
       "</g>\n",
       "<!-- _mulscalar17&#45;&gt;expand_dims11 -->\n",
       "<g id=\"edge295\" class=\"edge\"><title>_mulscalar17&#45;&gt;expand_dims11</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1043.84,-23302C1045.62,-23293.4 1047.49,-23284.4 1049.17,-23276.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1041.8,-23311.9 1039.42,-23301.2 1042.82,-23307 1043.83,-23302.1 1043.83,-23302.1 1043.83,-23302.1 1042.82,-23307 1048.23,-23303 1041.8,-23311.9 1041.8,-23311.9\"/>\n",
       "</g>\n",
       "<!-- _arange1 -->\n",
       "<g id=\"node266\" class=\"node\"><title>_arange1</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"990,-23276 896,-23276 896,-23218 990,-23218 990,-23276\"/>\n",
       "<text text-anchor=\"middle\" x=\"943\" y=\"-23243.3\" font-family=\"Times,serif\" font-size=\"14.00\">_arange1</text>\n",
       "</g>\n",
       "<!-- reshape28 -->\n",
       "<g id=\"node267\" class=\"node\"><title>reshape28</title>\n",
       "<polygon fill=\"#fdb462\" stroke=\"black\" points=\"971,-23370 877,-23370 877,-23312 971,-23312 971,-23370\"/>\n",
       "<text text-anchor=\"middle\" x=\"924\" y=\"-23337.3\" font-family=\"Times,serif\" font-size=\"14.00\">reshape28</text>\n",
       "</g>\n",
       "<!-- reshape28&#45;&gt;_arange1 -->\n",
       "<g id=\"edge296\" class=\"edge\"><title>reshape28&#45;&gt;_arange1</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M931.843,-23302C933.624,-23293.4 935.485,-23284.4 937.166,-23276.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"929.804,-23311.9 927.419,-23301.2 930.815,-23307 931.826,-23302.1 931.826,-23302.1 931.826,-23302.1 930.815,-23307 936.233,-23303 929.804,-23311.9 929.804,-23311.9\"/>\n",
       "</g>\n",
       "<!-- broadcast_add7 -->\n",
       "<g id=\"node268\" class=\"node\"><title>broadcast_add7</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"1083,-23464 989,-23464 989,-23406 1083,-23406 1083,-23464\"/>\n",
       "<text text-anchor=\"middle\" x=\"1036\" y=\"-23431.3\" font-family=\"Times,serif\" font-size=\"14.00\">broadcast_add7</text>\n",
       "</g>\n",
       "<!-- broadcast_add7&#45;&gt;_mulscalar17 -->\n",
       "<g id=\"edge297\" class=\"edge\"><title>broadcast_add7&#45;&gt;_mulscalar17</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1036,-23395.7C1036,-23387.2 1036,-23378.3 1036,-23370.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1036,-23405.9 1031.5,-23395.9 1036,-23400.9 1036,-23395.9 1036,-23395.9 1036,-23395.9 1036,-23400.9 1040.5,-23395.9 1036,-23405.9 1036,-23405.9\"/>\n",
       "</g>\n",
       "<!-- broadcast_add7&#45;&gt;reshape28 -->\n",
       "<g id=\"edge298\" class=\"edge\"><title>broadcast_add7&#45;&gt;reshape28</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M993.852,-23399.4C982.151,-23389.8 969.589,-23379.4 958.389,-23370.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1001.79,-23405.9 991.204,-23403 997.924,-23402.7 994.06,-23399.5 994.06,-23399.5 994.06,-23399.5 997.924,-23402.7 996.917,-23396.1 1001.79,-23405.9 1001.79,-23405.9\"/>\n",
       "</g>\n",
       "<!-- slice_axis20 -->\n",
       "<g id=\"node269\" class=\"node\"><title>slice_axis20</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"1326,-22900 1232,-22900 1232,-22842 1326,-22842 1326,-22900\"/>\n",
       "<text text-anchor=\"middle\" x=\"1279\" y=\"-22867.3\" font-family=\"Times,serif\" font-size=\"14.00\">slice_axis20</text>\n",
       "</g>\n",
       "<!-- slice_axis20&#45;&gt;reshape27 -->\n",
       "<g id=\"edge299\" class=\"edge\"><title>slice_axis20&#45;&gt;reshape27</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1222.37,-22841.9C1176.88,-22822.1 1133.98,-22806 1102.22,-22794.6\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1231.8,-22846 1220.84,-22846.1 1227.22,-22844 1222.64,-22842 1222.64,-22842 1222.64,-22842 1227.22,-22844 1224.44,-22837.9 1231.8,-22846 1231.8,-22846\"/>\n",
       "</g>\n",
       "<!-- sigmoid12 -->\n",
       "<g id=\"node270\" class=\"node\"><title>sigmoid12</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"1326,-22994 1232,-22994 1232,-22936 1326,-22936 1326,-22994\"/>\n",
       "<text text-anchor=\"middle\" x=\"1279\" y=\"-22961.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigmoid12</text>\n",
       "</g>\n",
       "<!-- sigmoid12&#45;&gt;slice_axis20 -->\n",
       "<g id=\"edge300\" class=\"edge\"><title>sigmoid12&#45;&gt;slice_axis20</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1279,-22925.7C1279,-22917.2 1279,-22908.3 1279,-22900.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1279,-22935.9 1274.5,-22925.9 1279,-22930.9 1279,-22925.9 1279,-22925.9 1279,-22925.9 1279,-22930.9 1283.5,-22925.9 1279,-22935.9 1279,-22935.9\"/>\n",
       "</g>\n",
       "<!-- broadcast_add6 -->\n",
       "<g id=\"node271\" class=\"node\"><title>broadcast_add6</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"1326,-23088 1232,-23088 1232,-23030 1326,-23030 1326,-23088\"/>\n",
       "<text text-anchor=\"middle\" x=\"1279\" y=\"-23055.3\" font-family=\"Times,serif\" font-size=\"14.00\">broadcast_add6</text>\n",
       "</g>\n",
       "<!-- broadcast_add6&#45;&gt;sigmoid12 -->\n",
       "<g id=\"edge301\" class=\"edge\"><title>broadcast_add6&#45;&gt;sigmoid12</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1279,-23019.7C1279,-23011.2 1279,-23002.3 1279,-22994.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1279,-23029.9 1274.5,-23019.9 1279,-23024.9 1279,-23019.9 1279,-23019.9 1279,-23019.9 1279,-23024.9 1283.5,-23019.9 1279,-23029.9 1279,-23029.9\"/>\n",
       "</g>\n",
       "<!-- _mulscalar16 -->\n",
       "<g id=\"node272\" class=\"node\"><title>_mulscalar16</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"1326,-23182 1232,-23182 1232,-23124 1326,-23124 1326,-23182\"/>\n",
       "<text text-anchor=\"middle\" x=\"1279\" y=\"-23149.3\" font-family=\"Times,serif\" font-size=\"14.00\">_mulscalar16</text>\n",
       "</g>\n",
       "<!-- _mulscalar16&#45;&gt;broadcast_add6 -->\n",
       "<g id=\"edge302\" class=\"edge\"><title>_mulscalar16&#45;&gt;broadcast_add6</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1279,-23113.7C1279,-23105.2 1279,-23096.3 1279,-23088.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1279,-23123.9 1274.5,-23113.9 1279,-23118.9 1279,-23113.9 1279,-23113.9 1279,-23113.9 1279,-23118.9 1283.5,-23113.9 1279,-23123.9 1279,-23123.9\"/>\n",
       "</g>\n",
       "<!-- slice_axis21 -->\n",
       "<g id=\"node273\" class=\"node\"><title>slice_axis21</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"1214,-22900 1120,-22900 1120,-22842 1214,-22842 1214,-22900\"/>\n",
       "<text text-anchor=\"middle\" x=\"1167\" y=\"-22867.3\" font-family=\"Times,serif\" font-size=\"14.00\">slice_axis21</text>\n",
       "</g>\n",
       "<!-- slice_axis21&#45;&gt;reshape27 -->\n",
       "<g id=\"edge303\" class=\"edge\"><title>slice_axis21&#45;&gt;reshape27</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1124.85,-22835.4C1113.15,-22825.8 1100.59,-22815.4 1089.39,-22806.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1132.79,-22841.9 1122.2,-22839 1128.92,-22838.7 1125.06,-22835.5 1125.06,-22835.5 1125.06,-22835.5 1128.92,-22838.7 1127.92,-22832.1 1132.79,-22841.9 1132.79,-22841.9\"/>\n",
       "</g>\n",
       "<!-- exp4 -->\n",
       "<g id=\"node274\" class=\"node\"><title>exp4</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"1214,-22994 1120,-22994 1120,-22936 1214,-22936 1214,-22994\"/>\n",
       "<text text-anchor=\"middle\" x=\"1167\" y=\"-22961.3\" font-family=\"Times,serif\" font-size=\"14.00\">exp4</text>\n",
       "</g>\n",
       "<!-- exp4&#45;&gt;slice_axis21 -->\n",
       "<g id=\"edge304\" class=\"edge\"><title>exp4&#45;&gt;slice_axis21</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1167,-22925.7C1167,-22917.2 1167,-22908.3 1167,-22900.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1167,-22935.9 1162.5,-22925.9 1167,-22930.9 1167,-22925.9 1167,-22925.9 1167,-22925.9 1167,-22930.9 1171.5,-22925.9 1167,-22935.9 1167,-22935.9\"/>\n",
       "</g>\n",
       "<!-- broadcast_mul14 -->\n",
       "<g id=\"node275\" class=\"node\"><title>broadcast_mul14</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"1214,-23088 1120,-23088 1120,-23030 1214,-23030 1214,-23088\"/>\n",
       "<text text-anchor=\"middle\" x=\"1167\" y=\"-23055.3\" font-family=\"Times,serif\" font-size=\"14.00\">broadcast_mul14</text>\n",
       "</g>\n",
       "<!-- broadcast_mul14&#45;&gt;exp4 -->\n",
       "<g id=\"edge305\" class=\"edge\"><title>broadcast_mul14&#45;&gt;exp4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1167,-23019.7C1167,-23011.2 1167,-23002.3 1167,-22994.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1167,-23029.9 1162.5,-23019.9 1167,-23024.9 1167,-23019.9 1167,-23019.9 1167,-23019.9 1167,-23024.9 1171.5,-23019.9 1167,-23029.9 1167,-23029.9\"/>\n",
       "</g>\n",
       "<!-- _divscalar4 -->\n",
       "<g id=\"node276\" class=\"node\"><title>_divscalar4</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"1214,-23182 1120,-23182 1120,-23124 1214,-23124 1214,-23182\"/>\n",
       "<text text-anchor=\"middle\" x=\"1167\" y=\"-23149.3\" font-family=\"Times,serif\" font-size=\"14.00\">_divscalar4</text>\n",
       "</g>\n",
       "<!-- _divscalar4&#45;&gt;broadcast_mul14 -->\n",
       "<g id=\"edge306\" class=\"edge\"><title>_divscalar4&#45;&gt;broadcast_mul14</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1167,-23113.7C1167,-23105.2 1167,-23096.3 1167,-23088.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1167,-23123.9 1162.5,-23113.9 1167,-23118.9 1167,-23113.9 1167,-23113.9 1167,-23113.9 1167,-23118.9 1171.5,-23113.9 1167,-23123.9 1167,-23123.9\"/>\n",
       "</g>\n",
       "<!-- _minus15 -->\n",
       "<g id=\"node277\" class=\"node\"><title>_minus15</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"1214,-23276 1120,-23276 1120,-23218 1214,-23218 1214,-23276\"/>\n",
       "<text text-anchor=\"middle\" x=\"1167\" y=\"-23243.3\" font-family=\"Times,serif\" font-size=\"14.00\">_minus15</text>\n",
       "</g>\n",
       "<!-- _minus15&#45;&gt;_mulscalar16 -->\n",
       "<g id=\"edge307\" class=\"edge\"><title>_minus15&#45;&gt;_mulscalar16</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1209.15,-23211.4C1220.85,-23201.8 1233.41,-23191.4 1244.61,-23182.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1201.21,-23217.9 1206.08,-23208.1 1205.08,-23214.7 1208.94,-23211.5 1208.94,-23211.5 1208.94,-23211.5 1205.08,-23214.7 1211.8,-23215 1201.21,-23217.9 1201.21,-23217.9\"/>\n",
       "</g>\n",
       "<!-- _minus15&#45;&gt;_divscalar4 -->\n",
       "<g id=\"edge308\" class=\"edge\"><title>_minus15&#45;&gt;_divscalar4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1167,-23207.7C1167,-23199.2 1167,-23190.3 1167,-23182.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1167,-23217.9 1162.5,-23207.9 1167,-23212.9 1167,-23207.9 1167,-23207.9 1167,-23207.9 1167,-23212.9 1171.5,-23207.9 1167,-23217.9 1167,-23217.9\"/>\n",
       "</g>\n",
       "<!-- _plus56 -->\n",
       "<g id=\"node278\" class=\"node\"><title>_plus56</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"1326,-23276 1232,-23276 1232,-23218 1326,-23218 1326,-23276\"/>\n",
       "<text text-anchor=\"middle\" x=\"1279\" y=\"-23243.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus56</text>\n",
       "</g>\n",
       "<!-- _plus56&#45;&gt;_mulscalar16 -->\n",
       "<g id=\"edge309\" class=\"edge\"><title>_plus56&#45;&gt;_mulscalar16</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1279,-23207.7C1279,-23199.2 1279,-23190.3 1279,-23182.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1279,-23217.9 1274.5,-23207.9 1279,-23212.9 1279,-23207.9 1279,-23207.9 1279,-23207.9 1279,-23212.9 1283.5,-23207.9 1279,-23217.9 1279,-23217.9\"/>\n",
       "</g>\n",
       "<!-- _plus56&#45;&gt;_divscalar4 -->\n",
       "<g id=\"edge310\" class=\"edge\"><title>_plus56&#45;&gt;_divscalar4</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1236.85,-23211.4C1225.15,-23201.8 1212.59,-23191.4 1201.39,-23182.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1244.79,-23217.9 1234.2,-23215 1240.92,-23214.7 1237.06,-23211.5 1237.06,-23211.5 1237.06,-23211.5 1240.92,-23214.7 1239.92,-23208.1 1244.79,-23217.9 1244.79,-23217.9\"/>\n",
       "</g>\n",
       "<!-- concat14 -->\n",
       "<g id=\"node279\" class=\"node\"><title>concat14</title>\n",
       "<polygon fill=\"#fdb462\" stroke=\"black\" points=\"1233,-23370 1139,-23370 1139,-23312 1233,-23312 1233,-23370\"/>\n",
       "<text text-anchor=\"middle\" x=\"1186\" y=\"-23337.3\" font-family=\"Times,serif\" font-size=\"14.00\">concat14</text>\n",
       "</g>\n",
       "<!-- concat14&#45;&gt;_minus15 -->\n",
       "<g id=\"edge311\" class=\"edge\"><title>concat14&#45;&gt;_minus15</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1178.16,-23302C1176.38,-23293.4 1174.51,-23284.4 1172.83,-23276.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1180.2,-23311.9 1173.77,-23303 1179.18,-23307 1178.17,-23302.1 1178.17,-23302.1 1178.17,-23302.1 1179.18,-23307 1182.58,-23301.2 1180.2,-23311.9 1180.2,-23311.9\"/>\n",
       "</g>\n",
       "<!-- concat14&#45;&gt;_plus56 -->\n",
       "<g id=\"edge312\" class=\"edge\"><title>concat14&#45;&gt;_plus56</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1221.56,-23304.8C1231.12,-23295.4 1241.32,-23285.3 1250.45,-23276.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1214.41,-23311.9 1218.35,-23301.7 1217.96,-23308.4 1221.52,-23304.9 1221.52,-23304.9 1221.52,-23304.9 1217.96,-23308.4 1224.68,-23308.1 1214.41,-23311.9 1214.41,-23311.9\"/>\n",
       "</g>\n",
       "<!-- tile5 -->\n",
       "<g id=\"node280\" class=\"node\"><title>tile5</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"1233,-23464 1139,-23464 1139,-23406 1233,-23406 1233,-23464\"/>\n",
       "<text text-anchor=\"middle\" x=\"1186\" y=\"-23431.3\" font-family=\"Times,serif\" font-size=\"14.00\">tile5</text>\n",
       "</g>\n",
       "<!-- tile5&#45;&gt;concat14 -->\n",
       "<g id=\"edge313\" class=\"edge\"><title>tile5&#45;&gt;concat14</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1186,-23395.7C1186,-23387.2 1186,-23378.3 1186,-23370.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1186,-23405.9 1181.5,-23395.9 1186,-23400.9 1186,-23395.9 1186,-23395.9 1186,-23395.9 1186,-23400.9 1190.5,-23395.9 1186,-23405.9 1186,-23405.9\"/>\n",
       "</g>\n",
       "<!-- concat15 -->\n",
       "<g id=\"node281\" class=\"node\"><title>concat15</title>\n",
       "<polygon fill=\"#fdb462\" stroke=\"black\" points=\"1120,-23558 1026,-23558 1026,-23500 1120,-23500 1120,-23558\"/>\n",
       "<text text-anchor=\"middle\" x=\"1073\" y=\"-23525.3\" font-family=\"Times,serif\" font-size=\"14.00\">concat15</text>\n",
       "</g>\n",
       "<!-- concat15&#45;&gt;expand_dims11 -->\n",
       "<g id=\"edge315\" class=\"edge\"><title>concat15&#45;&gt;expand_dims11</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1086.21,-23490.1C1088.62,-23481.6 1090.75,-23472.6 1092,-23464 1101.71,-23397.1 1109.5,-23377.2 1092,-23312 1088.64,-23299.5 1082.17,-23286.9 1075.57,-23276.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1083.31,-23499.7 1081.88,-23488.8 1084.75,-23494.9 1086.19,-23490.1 1086.19,-23490.1 1086.19,-23490.1 1084.75,-23494.9 1090.5,-23491.4 1083.31,-23499.7 1083.31,-23499.7\"/>\n",
       "</g>\n",
       "<!-- concat15&#45;&gt;broadcast_add7 -->\n",
       "<g id=\"edge314\" class=\"edge\"><title>concat15&#45;&gt;broadcast_add7</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1057.95,-23490.6C1054.42,-23481.8 1050.7,-23472.6 1047.36,-23464.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1061.7,-23499.9 1053.79,-23492.3 1059.83,-23495.3 1057.97,-23490.6 1057.97,-23490.6 1057.97,-23490.6 1059.83,-23495.3 1062.14,-23488.9 1061.7,-23499.9 1061.7,-23499.9\"/>\n",
       "</g>\n",
       "<!-- concat15&#45;&gt;tile5 -->\n",
       "<g id=\"edge316\" class=\"edge\"><title>concat15&#45;&gt;tile5</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1115.52,-23493.4C1127.33,-23483.8 1140,-23473.4 1151.3,-23464.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"1107.52,-23499.9 1112.43,-23490.1 1111.4,-23496.7 1115.27,-23493.6 1115.27,-23493.6 1115.27,-23493.6 1111.4,-23496.7 1118.11,-23497.1 1107.52,-23499.9 1107.52,-23499.9\"/>\n",
       "</g>\n",
       "<!-- transpose8 -->\n",
       "<g id=\"node282\" class=\"node\"><title>transpose8</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"887,-23652 793,-23652 793,-23594 887,-23594 887,-23652\"/>\n",
       "<text text-anchor=\"middle\" x=\"840\" y=\"-23619.3\" font-family=\"Times,serif\" font-size=\"14.00\">transpose8</text>\n",
       "</g>\n",
       "<!-- transpose8&#45;&gt;concat15 -->\n",
       "<g id=\"edge317\" class=\"edge\"><title>transpose8&#45;&gt;concat15</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M896.678,-23599.6C936.3,-23584 988.593,-23563.3 1025.92,-23548.6\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"887.151,-23603.4 894.8,-23595.5 891.802,-23601.5 896.452,-23599.7 896.452,-23599.7 896.452,-23599.7 891.802,-23601.5 898.105,-23603.9 887.151,-23603.4 887.151,-23603.4\"/>\n",
       "</g>\n",
       "<!-- reshape29 -->\n",
       "<g id=\"node283\" class=\"node\"><title>reshape29</title>\n",
       "<polygon fill=\"#fdb462\" stroke=\"black\" points=\"887,-23746 793,-23746 793,-23688 887,-23688 887,-23746\"/>\n",
       "<text text-anchor=\"middle\" x=\"840\" y=\"-23713.3\" font-family=\"Times,serif\" font-size=\"14.00\">reshape29</text>\n",
       "</g>\n",
       "<!-- reshape29&#45;&gt;transpose8 -->\n",
       "<g id=\"edge318\" class=\"edge\"><title>reshape29&#45;&gt;transpose8</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M840,-23677.7C840,-23669.2 840,-23660.3 840,-23652.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"840,-23687.9 835.5,-23677.9 840,-23682.9 840,-23677.9 840,-23677.9 840,-23677.9 840,-23682.9 844.5,-23677.9 840,-23687.9 840,-23687.9\"/>\n",
       "</g>\n",
       "<!-- conv_65 -->\n",
       "<g id=\"node284\" class=\"node\"><title>conv_65</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"624,-20268 530,-20268 530,-20210 624,-20210 624,-20268\"/>\n",
       "<text text-anchor=\"middle\" x=\"577\" y=\"-20242.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"577\" y=\"-20227.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_65&#45;&gt;leaky_relu_63 -->\n",
       "<g id=\"edge319\" class=\"edge\"><title>conv_65&#45;&gt;leaky_relu_63</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M580.742,-20199.7C581.578,-20191.2 582.449,-20182.3 583.237,-20174.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"579.749,-20209.9 576.244,-20199.5 580.236,-20204.9 580.723,-20199.9 580.723,-20199.9 580.723,-20199.9 580.236,-20204.9 585.202,-20200.4 579.749,-20209.9 579.749,-20209.9\"/>\n",
       "</g>\n",
       "<!-- bn_65 -->\n",
       "<g id=\"node285\" class=\"node\"><title>bn_65</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"619,-20362 525,-20362 525,-20304 619,-20304 619,-20362\"/>\n",
       "<text text-anchor=\"middle\" x=\"572\" y=\"-20329.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_65</text>\n",
       "</g>\n",
       "<!-- bn_65&#45;&gt;conv_65 -->\n",
       "<g id=\"edge320\" class=\"edge\"><title>bn_65&#45;&gt;conv_65</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M574.079,-20293.7C574.543,-20285.2 575.027,-20276.3 575.465,-20268.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"573.527,-20303.9 569.577,-20293.7 573.799,-20298.9 574.07,-20293.9 574.07,-20293.9 574.07,-20293.9 573.799,-20298.9 578.563,-20294.2 573.527,-20303.9 573.527,-20303.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_65 -->\n",
       "<g id=\"node286\" class=\"node\"><title>leaky_relu_65</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"618,-20456 524,-20456 524,-20398 618,-20398 618,-20456\"/>\n",
       "<text text-anchor=\"middle\" x=\"571\" y=\"-20430.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"571\" y=\"-20415.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_65&#45;&gt;bn_65 -->\n",
       "<g id=\"edge321\" class=\"edge\"><title>leaky_relu_65&#45;&gt;bn_65</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M571.416,-20387.7C571.509,-20379.2 571.605,-20370.3 571.693,-20362.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"571.305,-20397.9 566.915,-20387.8 571.36,-20392.9 571.414,-20387.9 571.414,-20387.9 571.414,-20387.9 571.36,-20392.9 575.914,-20387.9 571.305,-20397.9 571.305,-20397.9\"/>\n",
       "</g>\n",
       "<!-- upsampling3 -->\n",
       "<g id=\"node287\" class=\"node\"><title>upsampling3</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"616,-20550 522,-20550 522,-20492 616,-20492 616,-20550\"/>\n",
       "<text text-anchor=\"middle\" x=\"569\" y=\"-20517.3\" font-family=\"Times,serif\" font-size=\"14.00\">upsampling3</text>\n",
       "</g>\n",
       "<!-- upsampling3&#45;&gt;leaky_relu_65 -->\n",
       "<g id=\"edge322\" class=\"edge\"><title>upsampling3&#45;&gt;leaky_relu_65</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M569.832,-20481.7C570.017,-20473.2 570.211,-20464.3 570.386,-20456.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"569.611,-20491.9 565.329,-20481.8 569.72,-20486.9 569.828,-20481.9 569.828,-20481.9 569.828,-20481.9 569.72,-20486.9 574.327,-20482 569.611,-20491.9 569.611,-20491.9\"/>\n",
       "</g>\n",
       "<!-- concat11 -->\n",
       "<g id=\"node288\" class=\"node\"><title>concat11</title>\n",
       "<polygon fill=\"#fdb462\" stroke=\"black\" points=\"522,-20644 428,-20644 428,-20586 522,-20586 522,-20644\"/>\n",
       "<text text-anchor=\"middle\" x=\"475\" y=\"-20611.3\" font-family=\"Times,serif\" font-size=\"14.00\">concat11</text>\n",
       "</g>\n",
       "<!-- concat11&#45;&gt;_plus42 -->\n",
       "<g id=\"edge324\" class=\"edge\"><title>concat11&#45;&gt;_plus42</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M475,-20575.9C475,-20538.4 475,-20479.2 475,-20428 475,-20428 475,-20428 475,-8582 475,-8525.04 491.897,-8460.12 502.854,-8424.02\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"475,-20586 470.5,-20576 475,-20581 475,-20576 475,-20576 475,-20576 475,-20581 479.5,-20576 475,-20586 475,-20586\"/>\n",
       "</g>\n",
       "<!-- concat11&#45;&gt;upsampling3 -->\n",
       "<g id=\"edge323\" class=\"edge\"><title>concat11&#45;&gt;upsampling3</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M510.942,-20578.8C520.6,-20569.4 530.919,-20559.3 540.138,-20550.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"503.714,-20585.9 507.713,-20575.7 507.287,-20582.4 510.861,-20578.9 510.861,-20578.9 510.861,-20578.9 507.287,-20582.4 514.008,-20582.1 503.714,-20585.9 503.714,-20585.9\"/>\n",
       "</g>\n",
       "<!-- conv_66 -->\n",
       "<g id=\"node289\" class=\"node\"><title>conv_66</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"522,-20738 428,-20738 428,-20680 522,-20680 522,-20738\"/>\n",
       "<text text-anchor=\"middle\" x=\"475\" y=\"-20712.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"475\" y=\"-20697.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_66&#45;&gt;concat11 -->\n",
       "<g id=\"edge325\" class=\"edge\"><title>conv_66&#45;&gt;concat11</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M475,-20669.7C475,-20661.2 475,-20652.3 475,-20644.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"475,-20679.9 470.5,-20669.9 475,-20674.9 475,-20669.9 475,-20669.9 475,-20669.9 475,-20674.9 479.5,-20669.9 475,-20679.9 475,-20679.9\"/>\n",
       "</g>\n",
       "<!-- bn_66 -->\n",
       "<g id=\"node290\" class=\"node\"><title>bn_66</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"522,-20832 428,-20832 428,-20774 522,-20774 522,-20832\"/>\n",
       "<text text-anchor=\"middle\" x=\"475\" y=\"-20799.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_66</text>\n",
       "</g>\n",
       "<!-- bn_66&#45;&gt;conv_66 -->\n",
       "<g id=\"edge326\" class=\"edge\"><title>bn_66&#45;&gt;conv_66</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M475,-20763.7C475,-20755.2 475,-20746.3 475,-20738.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"475,-20773.9 470.5,-20763.9 475,-20768.9 475,-20763.9 475,-20763.9 475,-20763.9 475,-20768.9 479.5,-20763.9 475,-20773.9 475,-20773.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_66 -->\n",
       "<g id=\"node291\" class=\"node\"><title>leaky_relu_66</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"522,-20926 428,-20926 428,-20868 522,-20868 522,-20926\"/>\n",
       "<text text-anchor=\"middle\" x=\"475\" y=\"-20900.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"475\" y=\"-20885.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_66&#45;&gt;bn_66 -->\n",
       "<g id=\"edge327\" class=\"edge\"><title>leaky_relu_66&#45;&gt;bn_66</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M475,-20857.7C475,-20849.2 475,-20840.3 475,-20832.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"475,-20867.9 470.5,-20857.9 475,-20862.9 475,-20857.9 475,-20857.9 475,-20857.9 475,-20862.9 479.5,-20857.9 475,-20867.9 475,-20867.9\"/>\n",
       "</g>\n",
       "<!-- conv_67 -->\n",
       "<g id=\"node292\" class=\"node\"><title>conv_67</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"522,-21020 428,-21020 428,-20962 522,-20962 522,-21020\"/>\n",
       "<text text-anchor=\"middle\" x=\"475\" y=\"-20994.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"475\" y=\"-20979.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_67&#45;&gt;leaky_relu_66 -->\n",
       "<g id=\"edge328\" class=\"edge\"><title>conv_67&#45;&gt;leaky_relu_66</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M475,-20951.7C475,-20943.2 475,-20934.3 475,-20926.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"475,-20961.9 470.5,-20951.9 475,-20956.9 475,-20951.9 475,-20951.9 475,-20951.9 475,-20956.9 479.5,-20951.9 475,-20961.9 475,-20961.9\"/>\n",
       "</g>\n",
       "<!-- bn_67 -->\n",
       "<g id=\"node293\" class=\"node\"><title>bn_67</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"522,-21114 428,-21114 428,-21056 522,-21056 522,-21114\"/>\n",
       "<text text-anchor=\"middle\" x=\"475\" y=\"-21081.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_67</text>\n",
       "</g>\n",
       "<!-- bn_67&#45;&gt;conv_67 -->\n",
       "<g id=\"edge329\" class=\"edge\"><title>bn_67&#45;&gt;conv_67</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M475,-21045.7C475,-21037.2 475,-21028.3 475,-21020.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"475,-21055.9 470.5,-21045.9 475,-21050.9 475,-21045.9 475,-21045.9 475,-21045.9 475,-21050.9 479.5,-21045.9 475,-21055.9 475,-21055.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_67 -->\n",
       "<g id=\"node294\" class=\"node\"><title>leaky_relu_67</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"522,-21208 428,-21208 428,-21150 522,-21150 522,-21208\"/>\n",
       "<text text-anchor=\"middle\" x=\"475\" y=\"-21182.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"475\" y=\"-21167.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_67&#45;&gt;bn_67 -->\n",
       "<g id=\"edge330\" class=\"edge\"><title>leaky_relu_67&#45;&gt;bn_67</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M475,-21139.7C475,-21131.2 475,-21122.3 475,-21114.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"475,-21149.9 470.5,-21139.9 475,-21144.9 475,-21139.9 475,-21139.9 475,-21139.9 475,-21144.9 479.5,-21139.9 475,-21149.9 475,-21149.9\"/>\n",
       "</g>\n",
       "<!-- conv_68 -->\n",
       "<g id=\"node295\" class=\"node\"><title>conv_68</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"522,-21302 428,-21302 428,-21244 522,-21244 522,-21302\"/>\n",
       "<text text-anchor=\"middle\" x=\"475\" y=\"-21276.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"475\" y=\"-21261.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_68&#45;&gt;leaky_relu_67 -->\n",
       "<g id=\"edge331\" class=\"edge\"><title>conv_68&#45;&gt;leaky_relu_67</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M475,-21233.7C475,-21225.2 475,-21216.3 475,-21208.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"475,-21243.9 470.5,-21233.9 475,-21238.9 475,-21233.9 475,-21233.9 475,-21233.9 475,-21238.9 479.5,-21233.9 475,-21243.9 475,-21243.9\"/>\n",
       "</g>\n",
       "<!-- bn_68 -->\n",
       "<g id=\"node296\" class=\"node\"><title>bn_68</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"521,-21396 427,-21396 427,-21338 521,-21338 521,-21396\"/>\n",
       "<text text-anchor=\"middle\" x=\"474\" y=\"-21363.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_68</text>\n",
       "</g>\n",
       "<!-- bn_68&#45;&gt;conv_68 -->\n",
       "<g id=\"edge332\" class=\"edge\"><title>bn_68&#45;&gt;conv_68</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M474.416,-21327.7C474.509,-21319.2 474.605,-21310.3 474.693,-21302.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"474.305,-21337.9 469.915,-21327.8 474.36,-21332.9 474.414,-21327.9 474.414,-21327.9 474.414,-21327.9 474.36,-21332.9 478.914,-21327.9 474.305,-21337.9 474.305,-21337.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_68 -->\n",
       "<g id=\"node297\" class=\"node\"><title>leaky_relu_68</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"521,-21490 427,-21490 427,-21432 521,-21432 521,-21490\"/>\n",
       "<text text-anchor=\"middle\" x=\"474\" y=\"-21464.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"474\" y=\"-21449.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_68&#45;&gt;bn_68 -->\n",
       "<g id=\"edge333\" class=\"edge\"><title>leaky_relu_68&#45;&gt;bn_68</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M474,-21421.7C474,-21413.2 474,-21404.3 474,-21396.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"474,-21431.9 469.5,-21421.9 474,-21426.9 474,-21421.9 474,-21421.9 474,-21421.9 474,-21426.9 478.5,-21421.9 474,-21431.9 474,-21431.9\"/>\n",
       "</g>\n",
       "<!-- conv_69 -->\n",
       "<g id=\"node298\" class=\"node\"><title>conv_69</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"519,-21584 425,-21584 425,-21526 519,-21526 519,-21584\"/>\n",
       "<text text-anchor=\"middle\" x=\"472\" y=\"-21558.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"472\" y=\"-21543.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_69&#45;&gt;leaky_relu_68 -->\n",
       "<g id=\"edge334\" class=\"edge\"><title>conv_69&#45;&gt;leaky_relu_68</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M472.832,-21515.7C473.017,-21507.2 473.211,-21498.3 473.386,-21490.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"472.611,-21525.9 468.329,-21515.8 472.72,-21520.9 472.828,-21515.9 472.828,-21515.9 472.828,-21515.9 472.72,-21520.9 477.327,-21516 472.611,-21525.9 472.611,-21525.9\"/>\n",
       "</g>\n",
       "<!-- bn_69 -->\n",
       "<g id=\"node299\" class=\"node\"><title>bn_69</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"519,-21678 425,-21678 425,-21620 519,-21620 519,-21678\"/>\n",
       "<text text-anchor=\"middle\" x=\"472\" y=\"-21645.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_69</text>\n",
       "</g>\n",
       "<!-- bn_69&#45;&gt;conv_69 -->\n",
       "<g id=\"edge335\" class=\"edge\"><title>bn_69&#45;&gt;conv_69</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M472,-21609.7C472,-21601.2 472,-21592.3 472,-21584.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"472,-21619.9 467.5,-21609.9 472,-21614.9 472,-21609.9 472,-21609.9 472,-21609.9 472,-21614.9 476.5,-21609.9 472,-21619.9 472,-21619.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_69 -->\n",
       "<g id=\"node300\" class=\"node\"><title>leaky_relu_69</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"516,-21772 422,-21772 422,-21714 516,-21714 516,-21772\"/>\n",
       "<text text-anchor=\"middle\" x=\"469\" y=\"-21746.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"469\" y=\"-21731.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_69&#45;&gt;bn_69 -->\n",
       "<g id=\"edge336\" class=\"edge\"><title>leaky_relu_69&#45;&gt;bn_69</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M470.247,-21703.7C470.526,-21695.2 470.816,-21686.3 471.079,-21678.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"469.916,-21713.9 465.745,-21703.8 470.079,-21708.9 470.242,-21703.9 470.242,-21703.9 470.242,-21703.9 470.079,-21708.9 474.74,-21704 469.916,-21713.9 469.916,-21713.9\"/>\n",
       "</g>\n",
       "<!-- conv_70 -->\n",
       "<g id=\"node301\" class=\"node\"><title>conv_70</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"516,-21866 422,-21866 422,-21808 516,-21808 516,-21866\"/>\n",
       "<text text-anchor=\"middle\" x=\"469\" y=\"-21840.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"469\" y=\"-21825.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 128</text>\n",
       "</g>\n",
       "<!-- conv_70&#45;&gt;leaky_relu_69 -->\n",
       "<g id=\"edge337\" class=\"edge\"><title>conv_70&#45;&gt;leaky_relu_69</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M469,-21797.7C469,-21789.2 469,-21780.3 469,-21772.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"469,-21807.9 464.5,-21797.9 469,-21802.9 469,-21797.9 469,-21797.9 469,-21797.9 469,-21802.9 473.5,-21797.9 469,-21807.9 469,-21807.9\"/>\n",
       "</g>\n",
       "<!-- bn_70 -->\n",
       "<g id=\"node302\" class=\"node\"><title>bn_70</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"516,-21960 422,-21960 422,-21902 516,-21902 516,-21960\"/>\n",
       "<text text-anchor=\"middle\" x=\"469\" y=\"-21927.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_70</text>\n",
       "</g>\n",
       "<!-- bn_70&#45;&gt;conv_70 -->\n",
       "<g id=\"edge338\" class=\"edge\"><title>bn_70&#45;&gt;conv_70</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M469,-21891.7C469,-21883.2 469,-21874.3 469,-21866.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"469,-21901.9 464.5,-21891.9 469,-21896.9 469,-21891.9 469,-21891.9 469,-21891.9 469,-21896.9 473.5,-21891.9 469,-21901.9 469,-21901.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_70 -->\n",
       "<g id=\"node303\" class=\"node\"><title>leaky_relu_70</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"510,-22054 416,-22054 416,-21996 510,-21996 510,-22054\"/>\n",
       "<text text-anchor=\"middle\" x=\"463\" y=\"-22028.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"463\" y=\"-22013.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_70&#45;&gt;bn_70 -->\n",
       "<g id=\"edge339\" class=\"edge\"><title>leaky_relu_70&#45;&gt;bn_70</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M465.495,-21985.7C466.052,-21977.2 466.633,-21968.3 467.158,-21960.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"464.833,-21995.9 460.993,-21985.6 465.158,-21990.9 465.484,-21985.9 465.484,-21985.9 465.484,-21985.9 465.158,-21990.9 469.974,-21986.2 464.833,-21995.9 464.833,-21995.9\"/>\n",
       "</g>\n",
       "<!-- conv_71 -->\n",
       "<g id=\"node304\" class=\"node\"><title>conv_71</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"509,-22148 415,-22148 415,-22090 509,-22090 509,-22148\"/>\n",
       "<text text-anchor=\"middle\" x=\"462\" y=\"-22122.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"462\" y=\"-22107.8\" font-family=\"Times,serif\" font-size=\"14.00\">3x3/1x1, 256</text>\n",
       "</g>\n",
       "<!-- conv_71&#45;&gt;leaky_relu_70 -->\n",
       "<g id=\"edge340\" class=\"edge\"><title>conv_71&#45;&gt;leaky_relu_70</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M462.416,-22079.7C462.509,-22071.2 462.605,-22062.3 462.693,-22054.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"462.305,-22089.9 457.915,-22079.8 462.36,-22084.9 462.414,-22079.9 462.414,-22079.9 462.414,-22079.9 462.36,-22084.9 466.914,-22079.9 462.305,-22089.9 462.305,-22089.9\"/>\n",
       "</g>\n",
       "<!-- bn_71 -->\n",
       "<g id=\"node305\" class=\"node\"><title>bn_71</title>\n",
       "<polygon fill=\"#bebada\" stroke=\"black\" points=\"509,-22242 415,-22242 415,-22184 509,-22184 509,-22242\"/>\n",
       "<text text-anchor=\"middle\" x=\"462\" y=\"-22209.3\" font-family=\"Times,serif\" font-size=\"14.00\">bn_71</text>\n",
       "</g>\n",
       "<!-- bn_71&#45;&gt;conv_71 -->\n",
       "<g id=\"edge341\" class=\"edge\"><title>bn_71&#45;&gt;conv_71</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M462,-22173.7C462,-22165.2 462,-22156.3 462,-22148.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"462,-22183.9 457.5,-22173.9 462,-22178.9 462,-22173.9 462,-22173.9 462,-22173.9 462,-22178.9 466.5,-22173.9 462,-22183.9 462,-22183.9\"/>\n",
       "</g>\n",
       "<!-- leaky_relu_71 -->\n",
       "<g id=\"node306\" class=\"node\"><title>leaky_relu_71</title>\n",
       "<polygon fill=\"#ffffb3\" stroke=\"black\" points=\"496,-22336 402,-22336 402,-22278 496,-22278 496,-22336\"/>\n",
       "<text text-anchor=\"middle\" x=\"449\" y=\"-22310.8\" font-family=\"Times,serif\" font-size=\"14.00\">LeakyReLU</text>\n",
       "<text text-anchor=\"middle\" x=\"449\" y=\"-22295.8\" font-family=\"Times,serif\" font-size=\"14.00\">leaky</text>\n",
       "</g>\n",
       "<!-- leaky_relu_71&#45;&gt;bn_71 -->\n",
       "<g id=\"edge342\" class=\"edge\"><title>leaky_relu_71&#45;&gt;bn_71</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M454.406,-22267.7C455.612,-22259.2 456.871,-22250.3 458.008,-22242.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"452.971,-22277.9 449.915,-22267.4 453.671,-22272.9 454.37,-22268 454.37,-22268 454.37,-22268 453.671,-22272.9 458.826,-22268.6 452.971,-22277.9 452.971,-22277.9\"/>\n",
       "</g>\n",
       "<!-- cast5 -->\n",
       "<g id=\"node307\" class=\"node\"><title>cast5</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"496,-22430 402,-22430 402,-22372 496,-22372 496,-22430\"/>\n",
       "<text text-anchor=\"middle\" x=\"449\" y=\"-22397.3\" font-family=\"Times,serif\" font-size=\"14.00\">cast5</text>\n",
       "</g>\n",
       "<!-- cast5&#45;&gt;leaky_relu_71 -->\n",
       "<g id=\"edge343\" class=\"edge\"><title>cast5&#45;&gt;leaky_relu_71</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M449,-22361.7C449,-22353.2 449,-22344.3 449,-22336.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"449,-22371.9 444.5,-22361.9 449,-22366.9 449,-22361.9 449,-22361.9 449,-22361.9 449,-22366.9 453.5,-22361.9 449,-22371.9 449,-22371.9\"/>\n",
       "</g>\n",
       "<!-- conv_output_2 -->\n",
       "<g id=\"node308\" class=\"node\"><title>conv_output_2</title>\n",
       "<polygon fill=\"#fb8072\" stroke=\"black\" points=\"471,-22524 377,-22524 377,-22466 471,-22466 471,-22524\"/>\n",
       "<text text-anchor=\"middle\" x=\"424\" y=\"-22498.8\" font-family=\"Times,serif\" font-size=\"14.00\">Convolution</text>\n",
       "<text text-anchor=\"middle\" x=\"424\" y=\"-22483.8\" font-family=\"Times,serif\" font-size=\"14.00\">1x1/1x1, 18</text>\n",
       "</g>\n",
       "<!-- conv_output_2&#45;&gt;cast5 -->\n",
       "<g id=\"edge344\" class=\"edge\"><title>conv_output_2&#45;&gt;cast5</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M434.319,-22456C436.663,-22447.4 439.112,-22438.4 441.324,-22430.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"431.637,-22465.9 429.917,-22455.1 432.948,-22461.1 434.259,-22456.2 434.259,-22456.2 434.259,-22456.2 432.948,-22461.1 438.602,-22457.4 431.637,-22465.9 431.637,-22465.9\"/>\n",
       "</g>\n",
       "<!-- reshape30 -->\n",
       "<g id=\"node309\" class=\"node\"><title>reshape30</title>\n",
       "<polygon fill=\"#fdb462\" stroke=\"black\" points=\"471,-22618 377,-22618 377,-22560 471,-22560 471,-22618\"/>\n",
       "<text text-anchor=\"middle\" x=\"424\" y=\"-22585.3\" font-family=\"Times,serif\" font-size=\"14.00\">reshape30</text>\n",
       "</g>\n",
       "<!-- reshape30&#45;&gt;conv_output_2 -->\n",
       "<g id=\"edge345\" class=\"edge\"><title>reshape30&#45;&gt;conv_output_2</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M424,-22549.7C424,-22541.2 424,-22532.3 424,-22524.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"424,-22559.9 419.5,-22549.9 424,-22554.9 424,-22549.9 424,-22549.9 424,-22549.9 424,-22554.9 428.5,-22549.9 424,-22559.9 424,-22559.9\"/>\n",
       "</g>\n",
       "<!-- transpose9 -->\n",
       "<g id=\"node310\" class=\"node\"><title>transpose9</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"420,-22712 326,-22712 326,-22654 420,-22654 420,-22712\"/>\n",
       "<text text-anchor=\"middle\" x=\"373\" y=\"-22679.3\" font-family=\"Times,serif\" font-size=\"14.00\">transpose9</text>\n",
       "</g>\n",
       "<!-- transpose9&#45;&gt;reshape30 -->\n",
       "<g id=\"edge346\" class=\"edge\"><title>transpose9&#45;&gt;reshape30</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M393.429,-22645.1C398.397,-22636.2 403.633,-22626.7 408.341,-22618.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"388.579,-22653.9 389.491,-22643 391.003,-22649.5 393.427,-22645.2 393.427,-22645.2 393.427,-22645.2 391.003,-22649.5 397.363,-22647.3 388.579,-22653.9 388.579,-22653.9\"/>\n",
       "</g>\n",
       "<!-- reshape31 -->\n",
       "<g id=\"node311\" class=\"node\"><title>reshape31</title>\n",
       "<polygon fill=\"#fdb462\" stroke=\"black\" points=\"318,-22806 224,-22806 224,-22748 318,-22748 318,-22806\"/>\n",
       "<text text-anchor=\"middle\" x=\"271\" y=\"-22773.3\" font-family=\"Times,serif\" font-size=\"14.00\">reshape31</text>\n",
       "</g>\n",
       "<!-- reshape31&#45;&gt;transpose9 -->\n",
       "<g id=\"edge347\" class=\"edge\"><title>reshape31&#45;&gt;transpose9</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M309.693,-22741.1C320.261,-22731.6 331.58,-22721.4 341.682,-22712.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"302.158,-22747.9 306.569,-22737.9 305.87,-22744.5 309.583,-22741.2 309.583,-22741.2 309.583,-22741.2 305.87,-22744.5 312.597,-22744.5 302.158,-22747.9 302.158,-22747.9\"/>\n",
       "</g>\n",
       "<!-- slice_axis27 -->\n",
       "<g id=\"node312\" class=\"node\"><title>slice_axis27</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-22900 -7.10543e-15,-22900 -7.10543e-15,-22842 94,-22842 94,-22900\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-22867.3\" font-family=\"Times,serif\" font-size=\"14.00\">slice_axis27</text>\n",
       "</g>\n",
       "<!-- slice_axis27&#45;&gt;reshape31 -->\n",
       "<g id=\"edge348\" class=\"edge\"><title>slice_axis27&#45;&gt;reshape31</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M103.633,-22841.9C149.115,-22822.1 192.022,-22806 223.784,-22794.6\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"94.199,-22846 101.556,-22837.9 98.7795,-22844 103.36,-22842 103.36,-22842 103.36,-22842 98.7795,-22844 105.164,-22846.1 94.199,-22846 94.199,-22846\"/>\n",
       "</g>\n",
       "<!-- sigmoid17 -->\n",
       "<g id=\"node313\" class=\"node\"><title>sigmoid17</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-22994 -7.10543e-15,-22994 -7.10543e-15,-22936 94,-22936 94,-22994\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-22961.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigmoid17</text>\n",
       "</g>\n",
       "<!-- sigmoid17&#45;&gt;slice_axis27 -->\n",
       "<g id=\"edge349\" class=\"edge\"><title>sigmoid17&#45;&gt;slice_axis27</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-22925.7C47,-22917.2 47,-22908.3 47,-22900.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-22935.9 42.5001,-22925.9 47,-22930.9 47.0001,-22925.9 47.0001,-22925.9 47.0001,-22925.9 47,-22930.9 51.5001,-22925.9 47,-22935.9 47,-22935.9\"/>\n",
       "</g>\n",
       "<!-- slice_axis26 -->\n",
       "<g id=\"node314\" class=\"node\"><title>slice_axis26</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"206,-22900 112,-22900 112,-22842 206,-22842 206,-22900\"/>\n",
       "<text text-anchor=\"middle\" x=\"159\" y=\"-22867.3\" font-family=\"Times,serif\" font-size=\"14.00\">slice_axis26</text>\n",
       "</g>\n",
       "<!-- slice_axis26&#45;&gt;reshape31 -->\n",
       "<g id=\"edge350\" class=\"edge\"><title>slice_axis26&#45;&gt;reshape31</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M201.148,-22835.4C212.849,-22825.8 225.411,-22815.4 236.611,-22806.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"193.212,-22841.9 198.083,-22832.1 197.076,-22838.7 200.94,-22835.5 200.94,-22835.5 200.94,-22835.5 197.076,-22838.7 203.796,-22839 193.212,-22841.9 193.212,-22841.9\"/>\n",
       "</g>\n",
       "<!-- sigmoid16 -->\n",
       "<g id=\"node315\" class=\"node\"><title>sigmoid16</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"206,-22994 112,-22994 112,-22936 206,-22936 206,-22994\"/>\n",
       "<text text-anchor=\"middle\" x=\"159\" y=\"-22961.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigmoid16</text>\n",
       "</g>\n",
       "<!-- sigmoid16&#45;&gt;slice_axis26 -->\n",
       "<g id=\"edge351\" class=\"edge\"><title>sigmoid16&#45;&gt;slice_axis26</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M159,-22925.7C159,-22917.2 159,-22908.3 159,-22900.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"159,-22935.9 154.5,-22925.9 159,-22930.9 159,-22925.9 159,-22925.9 159,-22925.9 159,-22930.9 163.5,-22925.9 159,-22935.9 159,-22935.9\"/>\n",
       "</g>\n",
       "<!-- broadcast_mul17 -->\n",
       "<g id=\"node316\" class=\"node\"><title>broadcast_mul17</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-23088 -7.10543e-15,-23088 -7.10543e-15,-23030 94,-23030 94,-23088\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-23055.3\" font-family=\"Times,serif\" font-size=\"14.00\">broadcast_mul17</text>\n",
       "</g>\n",
       "<!-- broadcast_mul17&#45;&gt;sigmoid17 -->\n",
       "<g id=\"edge352\" class=\"edge\"><title>broadcast_mul17&#45;&gt;sigmoid17</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-23019.7C47,-23011.2 47,-23002.3 47,-22994.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-23029.9 42.5001,-23019.9 47,-23024.9 47.0001,-23019.9 47.0001,-23019.9 47.0001,-23019.9 47,-23024.9 51.5001,-23019.9 47,-23029.9 47,-23029.9\"/>\n",
       "</g>\n",
       "<!-- broadcast_mul17&#45;&gt;sigmoid16 -->\n",
       "<g id=\"edge353\" class=\"edge\"><title>broadcast_mul17&#45;&gt;sigmoid16</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M89.1482,-23023.4C100.849,-23013.8 113.411,-23003.4 124.611,-22994.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"81.2123,-23029.9 86.0832,-23020.1 85.0759,-23026.7 88.9395,-23023.5 88.9395,-23023.5 88.9395,-23023.5 85.0759,-23026.7 91.7959,-23027 81.2123,-23029.9 81.2123,-23029.9\"/>\n",
       "</g>\n",
       "<!-- transpose10 -->\n",
       "<g id=\"node317\" class=\"node\"><title>transpose10</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-23182 -7.10543e-15,-23182 -7.10543e-15,-23124 94,-23124 94,-23182\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-23149.3\" font-family=\"Times,serif\" font-size=\"14.00\">transpose10</text>\n",
       "</g>\n",
       "<!-- transpose10&#45;&gt;broadcast_mul17 -->\n",
       "<g id=\"edge354\" class=\"edge\"><title>transpose10&#45;&gt;broadcast_mul17</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-23113.7C47,-23105.2 47,-23096.3 47,-23088.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-23123.9 42.5001,-23113.9 47,-23118.9 47.0001,-23113.9 47.0001,-23113.9 47.0001,-23113.9 47,-23118.9 51.5001,-23113.9 47,-23123.9 47,-23123.9\"/>\n",
       "</g>\n",
       "<!-- expand_dims12 -->\n",
       "<g id=\"node318\" class=\"node\"><title>expand_dims12</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"94,-23276 -7.10543e-15,-23276 -7.10543e-15,-23218 94,-23218 94,-23276\"/>\n",
       "<text text-anchor=\"middle\" x=\"47\" y=\"-23243.3\" font-family=\"Times,serif\" font-size=\"14.00\">expand_dims12</text>\n",
       "</g>\n",
       "<!-- expand_dims12&#45;&gt;transpose10 -->\n",
       "<g id=\"edge355\" class=\"edge\"><title>expand_dims12&#45;&gt;transpose10</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M47,-23207.7C47,-23199.2 47,-23190.3 47,-23182.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"47,-23217.9 42.5001,-23207.9 47,-23212.9 47.0001,-23207.9 47.0001,-23207.9 47.0001,-23207.9 47,-23212.9 51.5001,-23207.9 47,-23217.9 47,-23217.9\"/>\n",
       "</g>\n",
       "<!-- _mulscalar19 -->\n",
       "<g id=\"node319\" class=\"node\"><title>_mulscalar19</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"131,-23370 37,-23370 37,-23312 131,-23312 131,-23370\"/>\n",
       "<text text-anchor=\"middle\" x=\"84\" y=\"-23337.3\" font-family=\"Times,serif\" font-size=\"14.00\">_mulscalar19</text>\n",
       "</g>\n",
       "<!-- _mulscalar19&#45;&gt;expand_dims12 -->\n",
       "<g id=\"edge356\" class=\"edge\"><title>_mulscalar19&#45;&gt;expand_dims12</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M68.9537,-23302.6C65.4166,-23293.8 61.7047,-23284.6 58.3605,-23276.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"72.6977,-23311.9 64.7914,-23304.3 70.8321,-23307.3 68.9664,-23302.6 68.9664,-23302.6 68.9664,-23302.6 70.8321,-23307.3 73.1414,-23300.9 72.6977,-23311.9 72.6977,-23311.9\"/>\n",
       "</g>\n",
       "<!-- _arange2 -->\n",
       "<g id=\"node320\" class=\"node\"><title>_arange2</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"206,-23276 112,-23276 112,-23218 206,-23218 206,-23276\"/>\n",
       "<text text-anchor=\"middle\" x=\"159\" y=\"-23243.3\" font-family=\"Times,serif\" font-size=\"14.00\">_arange2</text>\n",
       "</g>\n",
       "<!-- reshape32 -->\n",
       "<g id=\"node321\" class=\"node\"><title>reshape32</title>\n",
       "<polygon fill=\"#fdb462\" stroke=\"black\" points=\"243,-23370 149,-23370 149,-23312 243,-23312 243,-23370\"/>\n",
       "<text text-anchor=\"middle\" x=\"196\" y=\"-23337.3\" font-family=\"Times,serif\" font-size=\"14.00\">reshape32</text>\n",
       "</g>\n",
       "<!-- reshape32&#45;&gt;_arange2 -->\n",
       "<g id=\"edge357\" class=\"edge\"><title>reshape32&#45;&gt;_arange2</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M180.954,-23302.6C177.417,-23293.8 173.705,-23284.6 170.361,-23276.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"184.698,-23311.9 176.791,-23304.3 182.832,-23307.3 180.966,-23302.6 180.966,-23302.6 180.966,-23302.6 182.832,-23307.3 185.141,-23300.9 184.698,-23311.9 184.698,-23311.9\"/>\n",
       "</g>\n",
       "<!-- broadcast_add9 -->\n",
       "<g id=\"node322\" class=\"node\"><title>broadcast_add9</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"243,-23464 149,-23464 149,-23406 243,-23406 243,-23464\"/>\n",
       "<text text-anchor=\"middle\" x=\"196\" y=\"-23431.3\" font-family=\"Times,serif\" font-size=\"14.00\">broadcast_add9</text>\n",
       "</g>\n",
       "<!-- broadcast_add9&#45;&gt;_mulscalar19 -->\n",
       "<g id=\"edge358\" class=\"edge\"><title>broadcast_add9&#45;&gt;_mulscalar19</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M153.852,-23399.4C142.151,-23389.8 129.589,-23379.4 118.389,-23370.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"161.788,-23405.9 151.204,-23403 157.924,-23402.7 154.06,-23399.5 154.06,-23399.5 154.06,-23399.5 157.924,-23402.7 156.917,-23396.1 161.788,-23405.9 161.788,-23405.9\"/>\n",
       "</g>\n",
       "<!-- broadcast_add9&#45;&gt;reshape32 -->\n",
       "<g id=\"edge359\" class=\"edge\"><title>broadcast_add9&#45;&gt;reshape32</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M196,-23395.7C196,-23387.2 196,-23378.3 196,-23370.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"196,-23405.9 191.5,-23395.9 196,-23400.9 196,-23395.9 196,-23395.9 196,-23395.9 196,-23400.9 200.5,-23395.9 196,-23405.9 196,-23405.9\"/>\n",
       "</g>\n",
       "<!-- slice_axis24 -->\n",
       "<g id=\"node323\" class=\"node\"><title>slice_axis24</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"430,-22900 336,-22900 336,-22842 430,-22842 430,-22900\"/>\n",
       "<text text-anchor=\"middle\" x=\"383\" y=\"-22867.3\" font-family=\"Times,serif\" font-size=\"14.00\">slice_axis24</text>\n",
       "</g>\n",
       "<!-- slice_axis24&#45;&gt;reshape31 -->\n",
       "<g id=\"edge360\" class=\"edge\"><title>slice_axis24&#45;&gt;reshape31</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M340.852,-22835.4C329.151,-22825.8 316.589,-22815.4 305.389,-22806.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"348.788,-22841.9 338.204,-22839 344.924,-22838.7 341.06,-22835.5 341.06,-22835.5 341.06,-22835.5 344.924,-22838.7 343.917,-22832.1 348.788,-22841.9 348.788,-22841.9\"/>\n",
       "</g>\n",
       "<!-- sigmoid15 -->\n",
       "<g id=\"node324\" class=\"node\"><title>sigmoid15</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"430,-22994 336,-22994 336,-22936 430,-22936 430,-22994\"/>\n",
       "<text text-anchor=\"middle\" x=\"383\" y=\"-22961.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigmoid15</text>\n",
       "</g>\n",
       "<!-- sigmoid15&#45;&gt;slice_axis24 -->\n",
       "<g id=\"edge361\" class=\"edge\"><title>sigmoid15&#45;&gt;slice_axis24</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M383,-22925.7C383,-22917.2 383,-22908.3 383,-22900.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"383,-22935.9 378.5,-22925.9 383,-22930.9 383,-22925.9 383,-22925.9 383,-22925.9 383,-22930.9 387.5,-22925.9 383,-22935.9 383,-22935.9\"/>\n",
       "</g>\n",
       "<!-- broadcast_add8 -->\n",
       "<g id=\"node325\" class=\"node\"><title>broadcast_add8</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"430,-23088 336,-23088 336,-23030 430,-23030 430,-23088\"/>\n",
       "<text text-anchor=\"middle\" x=\"383\" y=\"-23055.3\" font-family=\"Times,serif\" font-size=\"14.00\">broadcast_add8</text>\n",
       "</g>\n",
       "<!-- broadcast_add8&#45;&gt;sigmoid15 -->\n",
       "<g id=\"edge362\" class=\"edge\"><title>broadcast_add8&#45;&gt;sigmoid15</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M383,-23019.7C383,-23011.2 383,-23002.3 383,-22994.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"383,-23029.9 378.5,-23019.9 383,-23024.9 383,-23019.9 383,-23019.9 383,-23019.9 383,-23024.9 387.5,-23019.9 383,-23029.9 383,-23029.9\"/>\n",
       "</g>\n",
       "<!-- _mulscalar18 -->\n",
       "<g id=\"node326\" class=\"node\"><title>_mulscalar18</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"430,-23182 336,-23182 336,-23124 430,-23124 430,-23182\"/>\n",
       "<text text-anchor=\"middle\" x=\"383\" y=\"-23149.3\" font-family=\"Times,serif\" font-size=\"14.00\">_mulscalar18</text>\n",
       "</g>\n",
       "<!-- _mulscalar18&#45;&gt;broadcast_add8 -->\n",
       "<g id=\"edge363\" class=\"edge\"><title>_mulscalar18&#45;&gt;broadcast_add8</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M383,-23113.7C383,-23105.2 383,-23096.3 383,-23088.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"383,-23123.9 378.5,-23113.9 383,-23118.9 383,-23113.9 383,-23113.9 383,-23113.9 383,-23118.9 387.5,-23113.9 383,-23123.9 383,-23123.9\"/>\n",
       "</g>\n",
       "<!-- slice_axis25 -->\n",
       "<g id=\"node327\" class=\"node\"><title>slice_axis25</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"318,-22900 224,-22900 224,-22842 318,-22842 318,-22900\"/>\n",
       "<text text-anchor=\"middle\" x=\"271\" y=\"-22867.3\" font-family=\"Times,serif\" font-size=\"14.00\">slice_axis25</text>\n",
       "</g>\n",
       "<!-- slice_axis25&#45;&gt;reshape31 -->\n",
       "<g id=\"edge364\" class=\"edge\"><title>slice_axis25&#45;&gt;reshape31</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M271,-22831.7C271,-22823.2 271,-22814.3 271,-22806.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"271,-22841.9 266.5,-22831.9 271,-22836.9 271,-22831.9 271,-22831.9 271,-22831.9 271,-22836.9 275.5,-22831.9 271,-22841.9 271,-22841.9\"/>\n",
       "</g>\n",
       "<!-- exp5 -->\n",
       "<g id=\"node328\" class=\"node\"><title>exp5</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"318,-22994 224,-22994 224,-22936 318,-22936 318,-22994\"/>\n",
       "<text text-anchor=\"middle\" x=\"271\" y=\"-22961.3\" font-family=\"Times,serif\" font-size=\"14.00\">exp5</text>\n",
       "</g>\n",
       "<!-- exp5&#45;&gt;slice_axis25 -->\n",
       "<g id=\"edge365\" class=\"edge\"><title>exp5&#45;&gt;slice_axis25</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M271,-22925.7C271,-22917.2 271,-22908.3 271,-22900.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"271,-22935.9 266.5,-22925.9 271,-22930.9 271,-22925.9 271,-22925.9 271,-22925.9 271,-22930.9 275.5,-22925.9 271,-22935.9 271,-22935.9\"/>\n",
       "</g>\n",
       "<!-- broadcast_mul16 -->\n",
       "<g id=\"node329\" class=\"node\"><title>broadcast_mul16</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"318,-23088 224,-23088 224,-23030 318,-23030 318,-23088\"/>\n",
       "<text text-anchor=\"middle\" x=\"271\" y=\"-23055.3\" font-family=\"Times,serif\" font-size=\"14.00\">broadcast_mul16</text>\n",
       "</g>\n",
       "<!-- broadcast_mul16&#45;&gt;exp5 -->\n",
       "<g id=\"edge366\" class=\"edge\"><title>broadcast_mul16&#45;&gt;exp5</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M271,-23019.7C271,-23011.2 271,-23002.3 271,-22994.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"271,-23029.9 266.5,-23019.9 271,-23024.9 271,-23019.9 271,-23019.9 271,-23019.9 271,-23024.9 275.5,-23019.9 271,-23029.9 271,-23029.9\"/>\n",
       "</g>\n",
       "<!-- _divscalar5 -->\n",
       "<g id=\"node330\" class=\"node\"><title>_divscalar5</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"318,-23182 224,-23182 224,-23124 318,-23124 318,-23182\"/>\n",
       "<text text-anchor=\"middle\" x=\"271\" y=\"-23149.3\" font-family=\"Times,serif\" font-size=\"14.00\">_divscalar5</text>\n",
       "</g>\n",
       "<!-- _divscalar5&#45;&gt;broadcast_mul16 -->\n",
       "<g id=\"edge367\" class=\"edge\"><title>_divscalar5&#45;&gt;broadcast_mul16</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M271,-23113.7C271,-23105.2 271,-23096.3 271,-23088.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"271,-23123.9 266.5,-23113.9 271,-23118.9 271,-23113.9 271,-23113.9 271,-23113.9 271,-23118.9 275.5,-23113.9 271,-23123.9 271,-23123.9\"/>\n",
       "</g>\n",
       "<!-- _minus16 -->\n",
       "<g id=\"node331\" class=\"node\"><title>_minus16</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"430,-23276 336,-23276 336,-23218 430,-23218 430,-23276\"/>\n",
       "<text text-anchor=\"middle\" x=\"383\" y=\"-23243.3\" font-family=\"Times,serif\" font-size=\"14.00\">_minus16</text>\n",
       "</g>\n",
       "<!-- _minus16&#45;&gt;_mulscalar18 -->\n",
       "<g id=\"edge368\" class=\"edge\"><title>_minus16&#45;&gt;_mulscalar18</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M383,-23207.7C383,-23199.2 383,-23190.3 383,-23182.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"383,-23217.9 378.5,-23207.9 383,-23212.9 383,-23207.9 383,-23207.9 383,-23207.9 383,-23212.9 387.5,-23207.9 383,-23217.9 383,-23217.9\"/>\n",
       "</g>\n",
       "<!-- _minus16&#45;&gt;_divscalar5 -->\n",
       "<g id=\"edge369\" class=\"edge\"><title>_minus16&#45;&gt;_divscalar5</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M340.852,-23211.4C329.151,-23201.8 316.589,-23191.4 305.389,-23182.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"348.788,-23217.9 338.204,-23215 344.924,-23214.7 341.06,-23211.5 341.06,-23211.5 341.06,-23211.5 344.924,-23214.7 343.917,-23208.1 348.788,-23217.9 348.788,-23217.9\"/>\n",
       "</g>\n",
       "<!-- _plus57 -->\n",
       "<g id=\"node332\" class=\"node\"><title>_plus57</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"318,-23276 224,-23276 224,-23218 318,-23218 318,-23276\"/>\n",
       "<text text-anchor=\"middle\" x=\"271\" y=\"-23243.3\" font-family=\"Times,serif\" font-size=\"14.00\">_plus57</text>\n",
       "</g>\n",
       "<!-- _plus57&#45;&gt;_mulscalar18 -->\n",
       "<g id=\"edge370\" class=\"edge\"><title>_plus57&#45;&gt;_mulscalar18</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M313.148,-23211.4C324.849,-23201.8 337.411,-23191.4 348.611,-23182.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"305.212,-23217.9 310.083,-23208.1 309.076,-23214.7 312.94,-23211.5 312.94,-23211.5 312.94,-23211.5 309.076,-23214.7 315.796,-23215 305.212,-23217.9 305.212,-23217.9\"/>\n",
       "</g>\n",
       "<!-- _plus57&#45;&gt;_divscalar5 -->\n",
       "<g id=\"edge371\" class=\"edge\"><title>_plus57&#45;&gt;_divscalar5</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M271,-23207.7C271,-23199.2 271,-23190.3 271,-23182.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"271,-23217.9 266.5,-23207.9 271,-23212.9 271,-23207.9 271,-23207.9 271,-23207.9 271,-23212.9 275.5,-23207.9 271,-23217.9 271,-23217.9\"/>\n",
       "</g>\n",
       "<!-- concat16 -->\n",
       "<g id=\"node333\" class=\"node\"><title>concat16</title>\n",
       "<polygon fill=\"#fdb462\" stroke=\"black\" points=\"355,-23370 261,-23370 261,-23312 355,-23312 355,-23370\"/>\n",
       "<text text-anchor=\"middle\" x=\"308\" y=\"-23337.3\" font-family=\"Times,serif\" font-size=\"14.00\">concat16</text>\n",
       "</g>\n",
       "<!-- concat16&#45;&gt;_minus16 -->\n",
       "<g id=\"edge372\" class=\"edge\"><title>concat16&#45;&gt;_minus16</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M337.358,-23304C344.867,-23294.8 352.833,-23285 359.972,-23276.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"330.91,-23311.9 333.741,-23301.3 334.069,-23308 337.229,-23304.1 337.229,-23304.1 337.229,-23304.1 334.069,-23308 340.717,-23307 330.91,-23311.9 330.91,-23311.9\"/>\n",
       "</g>\n",
       "<!-- concat16&#45;&gt;_plus57 -->\n",
       "<g id=\"edge373\" class=\"edge\"><title>concat16&#45;&gt;_plus57</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M292.954,-23302.6C289.417,-23293.8 285.705,-23284.6 282.361,-23276.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"296.698,-23311.9 288.791,-23304.3 294.832,-23307.3 292.966,-23302.6 292.966,-23302.6 292.966,-23302.6 294.832,-23307.3 297.141,-23300.9 296.698,-23311.9 296.698,-23311.9\"/>\n",
       "</g>\n",
       "<!-- tile6 -->\n",
       "<g id=\"node334\" class=\"node\"><title>tile6</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"355,-23464 261,-23464 261,-23406 355,-23406 355,-23464\"/>\n",
       "<text text-anchor=\"middle\" x=\"308\" y=\"-23431.3\" font-family=\"Times,serif\" font-size=\"14.00\">tile6</text>\n",
       "</g>\n",
       "<!-- tile6&#45;&gt;concat16 -->\n",
       "<g id=\"edge374\" class=\"edge\"><title>tile6&#45;&gt;concat16</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M308,-23395.7C308,-23387.2 308,-23378.3 308,-23370.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"308,-23405.9 303.5,-23395.9 308,-23400.9 308,-23395.9 308,-23395.9 308,-23395.9 308,-23400.9 312.5,-23395.9 308,-23405.9 308,-23405.9\"/>\n",
       "</g>\n",
       "<!-- concat17 -->\n",
       "<g id=\"node335\" class=\"node\"><title>concat17</title>\n",
       "<polygon fill=\"#fdb462\" stroke=\"black\" points=\"299,-23558 205,-23558 205,-23500 299,-23500 299,-23558\"/>\n",
       "<text text-anchor=\"middle\" x=\"252\" y=\"-23525.3\" font-family=\"Times,serif\" font-size=\"14.00\">concat17</text>\n",
       "</g>\n",
       "<!-- concat17&#45;&gt;expand_dims12 -->\n",
       "<g id=\"edge376\" class=\"edge\"><title>concat17&#45;&gt;expand_dims12</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M195.424,-23507.4C140.331,-23483.9 60.3173,-23439.3 28,-23370 14.0505,-23340.1 23.7596,-23302 33.7112,-23276.4\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"204.721,-23511.3 193.759,-23511.6 200.107,-23509.4 195.492,-23507.5 195.492,-23507.5 195.492,-23507.5 200.107,-23509.4 197.225,-23503.3 204.721,-23511.3 204.721,-23511.3\"/>\n",
       "</g>\n",
       "<!-- concat17&#45;&gt;broadcast_add9 -->\n",
       "<g id=\"edge375\" class=\"edge\"><title>concat17&#45;&gt;broadcast_add9</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M229.569,-23491.1C224.113,-23482.2 218.363,-23472.7 213.194,-23464.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"234.894,-23499.9 225.85,-23493.7 232.294,-23495.6 229.694,-23491.4 229.694,-23491.4 229.694,-23491.4 232.294,-23495.6 233.538,-23489 234.894,-23499.9 234.894,-23499.9\"/>\n",
       "</g>\n",
       "<!-- concat17&#45;&gt;tile6 -->\n",
       "<g id=\"edge377\" class=\"edge\"><title>concat17&#45;&gt;tile6</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M274.431,-23491.1C279.887,-23482.2 285.637,-23472.7 290.806,-23464.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"269.106,-23499.9 270.462,-23489 271.706,-23495.6 274.306,-23491.4 274.306,-23491.4 274.306,-23491.4 271.706,-23495.6 278.15,-23493.7 269.106,-23499.9 269.106,-23499.9\"/>\n",
       "</g>\n",
       "<!-- transpose11 -->\n",
       "<g id=\"node336\" class=\"node\"><title>transpose11</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"308,-23652 214,-23652 214,-23594 308,-23594 308,-23652\"/>\n",
       "<text text-anchor=\"middle\" x=\"261\" y=\"-23619.3\" font-family=\"Times,serif\" font-size=\"14.00\">transpose11</text>\n",
       "</g>\n",
       "<!-- transpose11&#45;&gt;concat17 -->\n",
       "<g id=\"edge378\" class=\"edge\"><title>transpose11&#45;&gt;concat17</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M257.258,-23583.7C256.422,-23575.2 255.551,-23566.3 254.763,-23558.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"258.251,-23593.9 252.798,-23584.4 257.764,-23588.9 257.277,-23583.9 257.277,-23583.9 257.277,-23583.9 257.764,-23588.9 261.756,-23583.5 258.251,-23593.9 258.251,-23593.9\"/>\n",
       "</g>\n",
       "<!-- reshape33 -->\n",
       "<g id=\"node337\" class=\"node\"><title>reshape33</title>\n",
       "<polygon fill=\"#fdb462\" stroke=\"black\" points=\"439,-23746 345,-23746 345,-23688 439,-23688 439,-23746\"/>\n",
       "<text text-anchor=\"middle\" x=\"392\" y=\"-23713.3\" font-family=\"Times,serif\" font-size=\"14.00\">reshape33</text>\n",
       "</g>\n",
       "<!-- reshape33&#45;&gt;transpose11 -->\n",
       "<g id=\"edge379\" class=\"edge\"><title>reshape33&#45;&gt;transpose11</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M343.49,-23681.9C329.581,-23672.2 314.574,-23661.6 301.222,-23652.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"351.984,-23687.9 341.214,-23685.8 347.892,-23685 343.8,-23682.1 343.8,-23682.1 343.8,-23682.1 347.892,-23685 346.387,-23678.5 351.984,-23687.9 351.984,-23687.9\"/>\n",
       "</g>\n",
       "<!-- concat18 -->\n",
       "<g id=\"node338\" class=\"node\"><title>concat18</title>\n",
       "<polygon fill=\"#fdb462\" stroke=\"black\" points=\"570,-23840 476,-23840 476,-23782 570,-23782 570,-23840\"/>\n",
       "<text text-anchor=\"middle\" x=\"523\" y=\"-23807.3\" font-family=\"Times,serif\" font-size=\"14.00\">concat18</text>\n",
       "</g>\n",
       "<!-- concat18&#45;&gt;reshape25 -->\n",
       "<g id=\"edge380\" class=\"edge\"><title>concat18&#45;&gt;reshape25</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M523,-23771.7C523,-23763.2 523,-23754.3 523,-23746.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"523,-23781.9 518.5,-23771.9 523,-23776.9 523,-23771.9 523,-23771.9 523,-23771.9 523,-23776.9 527.5,-23771.9 523,-23781.9 523,-23781.9\"/>\n",
       "</g>\n",
       "<!-- concat18&#45;&gt;reshape29 -->\n",
       "<g id=\"edge381\" class=\"edge\"><title>concat18&#45;&gt;reshape29</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M579.943,-23793.5C640.784,-23775.8 736.111,-23748.2 792.885,-23731.7\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"570.116,-23796.3 578.465,-23789.2 574.918,-23794.9 579.72,-23793.5 579.72,-23793.5 579.72,-23793.5 574.918,-23794.9 580.974,-23797.9 570.116,-23796.3 570.116,-23796.3\"/>\n",
       "</g>\n",
       "<!-- concat18&#45;&gt;reshape33 -->\n",
       "<g id=\"edge382\" class=\"edge\"><title>concat18&#45;&gt;reshape33</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M474.49,-23775.9C460.581,-23766.2 445.574,-23755.6 432.222,-23746.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"482.984,-23781.9 472.214,-23779.8 478.892,-23779 474.8,-23776.1 474.8,-23776.1 474.8,-23776.1 478.892,-23779 477.387,-23772.5 482.984,-23781.9 482.984,-23781.9\"/>\n",
       "</g>\n",
       "<!-- box_nms0 -->\n",
       "<g id=\"node339\" class=\"node\"><title>box_nms0</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"570,-23934 476,-23934 476,-23876 570,-23876 570,-23934\"/>\n",
       "<text text-anchor=\"middle\" x=\"523\" y=\"-23901.3\" font-family=\"Times,serif\" font-size=\"14.00\">box_nms0</text>\n",
       "</g>\n",
       "<!-- box_nms0&#45;&gt;concat18 -->\n",
       "<g id=\"edge383\" class=\"edge\"><title>box_nms0&#45;&gt;concat18</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M523,-23865.7C523,-23857.2 523,-23848.3 523,-23840.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"523,-23875.9 518.5,-23865.9 523,-23870.9 523,-23865.9 523,-23865.9 523,-23865.9 523,-23870.9 527.5,-23865.9 523,-23875.9 523,-23875.9\"/>\n",
       "</g>\n",
       "<!-- slice_axis28 -->\n",
       "<g id=\"node340\" class=\"node\"><title>slice_axis28</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"570,-24028 476,-24028 476,-23970 570,-23970 570,-24028\"/>\n",
       "<text text-anchor=\"middle\" x=\"523\" y=\"-23995.3\" font-family=\"Times,serif\" font-size=\"14.00\">slice_axis28</text>\n",
       "</g>\n",
       "<!-- slice_axis28&#45;&gt;box_nms0 -->\n",
       "<g id=\"edge384\" class=\"edge\"><title>slice_axis28&#45;&gt;box_nms0</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M523,-23959.7C523,-23951.2 523,-23942.3 523,-23934.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"523,-23969.9 518.5,-23959.9 523,-23964.9 523,-23959.9 523,-23959.9 523,-23959.9 523,-23964.9 527.5,-23959.9 523,-23969.9 523,-23969.9\"/>\n",
       "</g>\n",
       "<!-- slice_axis29 -->\n",
       "<g id=\"node341\" class=\"node\"><title>slice_axis29</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"458,-24122 364,-24122 364,-24064 458,-24064 458,-24122\"/>\n",
       "<text text-anchor=\"middle\" x=\"411\" y=\"-24089.3\" font-family=\"Times,serif\" font-size=\"14.00\">slice_axis29</text>\n",
       "</g>\n",
       "<!-- slice_axis29&#45;&gt;slice_axis28 -->\n",
       "<g id=\"edge385\" class=\"edge\"><title>slice_axis29&#45;&gt;slice_axis28</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M453.148,-24057.4C464.849,-24047.8 477.411,-24037.4 488.611,-24028.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"445.212,-24063.9 450.083,-24054.1 449.076,-24060.7 452.94,-24057.5 452.94,-24057.5 452.94,-24057.5 449.076,-24060.7 455.796,-24061 445.212,-24063.9 445.212,-24063.9\"/>\n",
       "</g>\n",
       "<!-- slice_axis30 -->\n",
       "<g id=\"node342\" class=\"node\"><title>slice_axis30</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"570,-24122 476,-24122 476,-24064 570,-24064 570,-24122\"/>\n",
       "<text text-anchor=\"middle\" x=\"523\" y=\"-24089.3\" font-family=\"Times,serif\" font-size=\"14.00\">slice_axis30</text>\n",
       "</g>\n",
       "<!-- slice_axis30&#45;&gt;slice_axis28 -->\n",
       "<g id=\"edge386\" class=\"edge\"><title>slice_axis30&#45;&gt;slice_axis28</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M523,-24053.7C523,-24045.2 523,-24036.3 523,-24028.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"523,-24063.9 518.5,-24053.9 523,-24058.9 523,-24053.9 523,-24053.9 523,-24053.9 523,-24058.9 527.5,-24053.9 523,-24063.9 523,-24063.9\"/>\n",
       "</g>\n",
       "<!-- slice_axis31 -->\n",
       "<g id=\"node343\" class=\"node\"><title>slice_axis31</title>\n",
       "<polygon fill=\"#fccde5\" stroke=\"black\" points=\"682,-24122 588,-24122 588,-24064 682,-24064 682,-24122\"/>\n",
       "<text text-anchor=\"middle\" x=\"635\" y=\"-24089.3\" font-family=\"Times,serif\" font-size=\"14.00\">slice_axis31</text>\n",
       "</g>\n",
       "<!-- slice_axis31&#45;&gt;slice_axis28 -->\n",
       "<g id=\"edge387\" class=\"edge\"><title>slice_axis31&#45;&gt;slice_axis28</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M592.852,-24057.4C581.151,-24047.8 568.589,-24037.4 557.389,-24028.2\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"600.788,-24063.9 590.204,-24061 596.924,-24060.7 593.06,-24057.5 593.06,-24057.5 593.06,-24057.5 596.924,-24060.7 595.917,-24054.1 600.788,-24063.9 600.788,-24063.9\"/>\n",
       "</g>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<graphviz.dot.Digraph at 0x7f7aee430780>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from src.symbol.yolov3 import get_symbol\n",
    "yolo_v3_net_pre = get_symbol(num_classes=NUM_CLASSES,                  # 模型分类数\n",
    "                             is_train=False)                           # 模型结构用于推理\n",
    "# 打印模型结构\n",
    "mx.viz.plot_network(yolo_v3_net_pre)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 第四步：新建mxnet推理模块\n",
    "\n",
    "同样是mxnet.mod.Module模块，相比训练时，此时的计算逻辑去除了反向传播和参数更新。\n",
    "\n",
    "此段代码无回显。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "devs = mx.gpu(0)\n",
    "model_pre = mx.mod.Module(\n",
    "        context=mx.gpu(),                        # 使用gpu进行推理\n",
    "        symbol=yolo_v3_net_pre,                   # 推理模型结构\n",
    "        data_names=['data'],                      # 输入数据的名称，与前面准备输入数据时provide_data中的名称相同\n",
    "        label_names=None)                         # 推理无需输入label\n",
    "model_pre.bind(for_training=False,                       #绑定计算模块到底层计算引擎\n",
    "           data_shapes=batch_data.provide_data,\n",
    "           label_shapes=None)\n",
    "model_pre.set_params(arg_params, aux_params)             # 将下载的训练完成的参数加载进计算模块"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 第五步：执行推理计算\n",
    "\n",
    "此段代码无回显。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_pre.forward(batch_data,                                        # 输入数据\n",
    "                  is_train=False)                                   # 控制引擎只进行前向计算\n",
    "pred = model_pre.get_outputs()                                      # 获得推理结果\n",
    "ids, scores, bboxes = [xx[0].asnumpy() for xx in pred]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 第六步：解析并绘制结果\n",
    "\n",
    "会输出推理结果。根据设置的置信度，可能会输出多个矩形框。\n",
    "\n",
    "由于训练数据量少，训练时间短，推理任务加载的模型精度较低，画出的目标框会存在不准确的现象。适当调整优化器参数，延长训练步数会提升模型精度。\n",
    "\n",
    "此段打印带预测目标框的推理结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7af0b2ffd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "THRESH = 0.05                                              # 置信度阈值\n",
    "im_array = orig_img.copy()\n",
    "color_white = (255, 255, 255)\n",
    "x_scale = im_array.shape[1] / 416.0\n",
    "y_scale = im_array.shape[0] / 416.0\n",
    "for idx in range(ids.shape[0]):\n",
    "    if ids[idx][0] < 0 or scores[idx][0] < THRESH:\n",
    "        continue\n",
    "    # 按原图比例缩放目标框\n",
    "    bbox = [int(bboxes[idx][0] * x_scale),\n",
    "            int(bboxes[idx][1] * y_scale),\n",
    "            int(bboxes[idx][2] * x_scale),\n",
    "            int(bboxes[idx][3] * y_scale)]\n",
    "    color = (random.randint(0, 256), random.randint(0, 256), random.randint(0, 256))\n",
    "    # 在图像上画框\n",
    "    cv2.rectangle(im_array, (bbox[0], bbox[1]), (bbox[2], bbox[3]), color=color, thickness=2)\n",
    "    # 把置信度写在图像上\n",
    "    cv2.putText(im_array, '%.3f' % (scores[idx][0]), (bbox[0], bbox[1] + 10),\n",
    "                color=color_white, fontFace=cv2.FONT_HERSHEY_COMPLEX, fontScale=0.5)\n",
    "plt.imshow(im_array)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 总结\n",
    "\n",
    "本实验展示了构建目标检测应用的全流程，以及yolo_v3算法的原理，并通过云宝检测应用加深了对目标检测理论的理解。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "MXNet-1.2.1",
   "language": "python",
   "name": "mxnet-1.2.1"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
